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ALERT AI - Generative AI security Healthcare

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p_top="65"][vc_column][wbc_heading tag="h3" heading_style="heading-3" align="center" wbc_animation="slideInDown" title="|GEN AI APPS| ON RISE?" font_size="35" m_bottom="0"][wbc_heading tag="h3" heading_style="heading-3" align="center" wbc_animation="slideInDown" title="AI AGENTS, AI WORKFLOWS IN |BUSINESS|?" font_size="35" m_bottom="0"][wbc_heading tag="h3" heading_style="heading-3" align="center" title="|WORRIED| ABOUT SECURITY? " font_size="35" m_bottom="0"][wbc_hr height="5" width="85" bg_color="#ff6632"][vc_column_text] Left Unguarded, security risks around GenAI would lead to serious breaches, Enterprise fallouts. Organizations ride momentum to GenAI, for what is yet largest security risk. Adversarial attacks, LLM &amp; Model Vulnerabilities Data Privacy violations, Copyright legal exposures, Sensitive information disclosures are only few among them. [/vc_column_text][vc_row_inner][vc_column_inner width="1/4"][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomInUp" heading="ADVERSARIAL ATTACKS" icon_size="65" icon_bg_color="#ffffff" icon_bg_color_hover="#ffffff" icon_img="1949" icon_color_hover="#ffffff" icon_border_color_hover="#ffffff" icon_outline_color="#ffffff" icon_outline_color_hover="#fd9528" icon_outline_spacing="8" icon_color="#ffffff" heading_size="25"]Attacks on AI Integrity, Data Manipulation, Poisoning, Evasion, Feature corruption attacks [/wbc_icon_box][/vc_column_inner][vc_column_inner width="1/4"][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomInUp" heading="PRIVACY, SENSITIVE INFORMATION, TRUST" icon_size="65" icon_bg_color="#fd9528" icon_color_hover="#ffffff" icon_color="#ffffff" icon_bg_color_hover="#ffffff" icon_img="1947" icon_border_color_hover="#ffffff" icon_outline_color_hover="#fd9528" icon_outline_spacing="8" icon_outline_color="#ffffff" heading_size="25"]Data privacy, Sensitive content, Copyright &amp; Legal, InSecure LLM Tokenizers, Rogue manipulations, Prompt attacks.[/wbc_icon_box][/vc_column_inner][vc_column_inner width="1/4"][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomInUp" heading="LLM & MODEL VULNERABILITIES" icon_size="65" icon_bg_color="#ffffff" icon_color_hover="#ffffff" icon_color="#ffffff" icon_bg_color_hover="#ffffff" icon_img="1945" icon_outline_color_hover="#fd9528" icon_outline_spacing="8" icon_outline_color="#ffffff" heading_size="25"]Automated Vulnerabilities Scan, GenAI &amp; AI Attack surface management,  Recommendations, AI Security posture [/wbc_icon_box][/vc_column_inner][vc_column_inner width="1/4"][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomInUp" heading="INTEGRITY, GOVERNANCE, COMPLAINCE" icon_size="65" icon_bg_color="#fd9528" icon_color_hover="#ffffff" icon_color="#ffffff" icon_bg_color_hover="#ffffff" icon_img="1948" icon_border_color_hover="#ffffff" icon_outline_color_hover="#fd9528" icon_outline_spacing="8" icon_outline_color="#ffffff" heading_size="25"]Spills, Leaks, Contaminations, Inference, Training time attacks, Environmental, Transboundary pollutions. &nbsp;[/wbc_icon_box][/vc_column_inner][/vc_row_inner][vc_empty_space height="20px"][vc_empty_space][vc_empty_space height="50px"][/vc_column][/vc_row][vc_row row_type="full_width" type="container" bg_select="bg_color_section" p_top="60" p_bottom="50" border_color="#ebebeb" anchor="About" bg_color="#ffffff"][vc_column][wbc_heading tag="h3" heading_style="heading-3" align="center" title="WE HAVE A |SOLUTION|" font_size="35" m_bottom="0"][wbc_heading tag="h1" heading_style="heading-3" align="center" title="|SECURITY| FOR GEN AI APPS, AI AGENTS, WORKFLOWS" font_size="35" m_bottom="0"][wbc_heading tag="h3" heading_style="heading-3" align="center" title="END-TO-END, |INTEROPERABLE|" font_size="35" m_bottom="0"][wbc_hr height="5" width="85" bg_color="#ff6632"][wbc_heading tag="div" align="center" title="Designed for the enterprise. |Enhance, Optimize, Manage| security of Generative AI applications and workflows" font_size="25" m_bottom="37" max_width="750" m_left="auto" m_right="auto"][/vc_column][vc_column width="1/2"][vc_empty_space height="160px"][vc_tta_pageable no_fill_content_area="true" autoplay="20" active_section="1" pagination_style="outline-square" css_animation="none" css=".vc_custom_1726183319861{background-color: #f9f9f9 !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;border-radius: 5px !important;}"][vc_tta_section title="Section 1" tab_id="1722657998050-4040a871-ec3d"][video_player_for_wpbakery video="1784" controls="" autoplay="autoplay" muted="muted" loop="loop"][/vc_tta_section][vc_tta_section title="Section 3" tab_id="1722707112966-0a941959-ec34"][video_player_for_wpbakery video="1788" controls="" autoplay="autoplay" muted="muted" loop="loop"][/vc_tta_section][vc_tta_section title="Section 3" tab_id="1725135056120-87e686b5-47d7"][video_player_for_wpbakery video="1776" controls="" autoplay="autoplay" muted="muted" loop="loop"][/vc_tta_section][/vc_tta_pageable][/vc_column][vc_column width="1/2"][wbc_heading tag="h4" heading_style="heading-3" title="UNCOVER SECURITY BLIND SPOTS" font_size="25" m_bottom="0"][vc_empty_space height="20px"][wbc_heading tag="h3" heading_style="heading-1" title="AI ENVIRONMENTS ARE COMPLEX, VULNERABLE, MULTI-PRONGED" font_size="35" m_bottom="0"][wbc_hr height="5" width="85" bg_color="#ff6632" m_left="0"][wbc_heading tag="div" title="Generative AI is the new IT Perimeter. Data science is new Security Realm." font_size="25" m_bottom="15" max_width="750" m_left="auto" m_right="auto" m_top="auto"][wbc_button button_text="TURN COMPLEXITY INTO CLARITY" align_button="left" font_size="25" hover_bg_color="#fbfbfb" hover_border_color="#fbfbfb" hover_color="#0058f2" color="#000000" bg_color="#ffffff" padding_left="0" el_class="scroll-button" link="url:%231722707112966-0a941959-ec34" padding_top="0" padding_bottom="0" margin_top="0" margin_bottom="0"][vc_column_text]Discover, track, alert on insecure access,  unusual usage of AI assets. Trace back to single point-of-origin  with AI lineage. 360 view  command, control,  reconnaissance,  lateral movements.x[/vc_column_text][wbc_button button_text="ADVERSARIAL LLM & ML THREAT DETECTION" align_button="left" font_size="25" hover_bg_color="#ffffff" hover_border_color="#ffffff" hover_color="#0058f2" color="#000000" bg_color="#ffffff" padding_left="0" link="url:%231725135056120-87e686b5-47d7" el_class="scroll-button" padding_top="0" padding_bottom="0" padding_right="auto" margin_top="0" margin_bottom="0" margin_left="0" margin_right="0"][vc_column_text]Detect Adversarial threats on LLMs, Models, poison, evasion, exfiltration, infiltration, feature corruption attacks using IOC, IOA's, threat intelligence. Detect malicious injected exploitable deltas.[/vc_column_text][wbc_button button_text="LLM & MODEL VULNERABILITIES MANAGEMENT" align_button="left" font_size="25" hover_bg_color="#fbfbfb" hover_border_color="#fbfbfb" hover_color="#0058f2" color="#000000" bg_color="#ffffff" padding_left="0" el_class="scroll-button" link="url:%231722657998050-4040a871-ec3d" padding_top="0" padding_bottom="0" margin_top="0" margin_bottom="0"][vc_column_text]Automated LLM and model Vulnerability scan. Domain-specific integration.  Recommendations, Reviews,Issues, Model, LLM, Prompt, RAG Vulnerability database.[/vc_column_text][/vc_column][/vc_row][vc_row row_type="full_width" type="container" bg_select="bg_color_section" p_top="60" p_bottom="50" border_color="#ebebeb" anchor="mobile-app"][vc_column width="1/2"][wbc_heading tag="h4" heading_style="heading-3" title="SECURE WAY TO USE AI FOR BUSINESS" font_size="25" m_bottom="0"][wbc_heading tag="h3" heading_style="heading-1" title="STOP RISKS THAT STEAL INTELLIGENCE AND DERAIL OPERATIONS" font_size="35" m_bottom="0"][wbc_hr height="5" width="85" bg_color="#ff6632" m_left="0"][wbc_heading tag="div" title="Generative AI is New Attack Vector endangering Enterprises. Elevate Security for high-value use cases. Ensure the reliability and trustworthiness of LLMs." font_size="22" m_bottom="5" max_width="750" m_left="auto" m_right="auto" p_top="0" p_bottom="0"][wbc_button button_text="DETECT ROGUE MODELS, RISKY PIPELINES," align_button="left" font_size="25" hover_bg_color="#fbfbfb" hover_border_color="#fbfbfb" hover_color="#0058f2" color="#000000" bg_color="#ffffff" padding_left="0" link="url:%231725134549782-2a2097b8-eb5c" el_class="scroll-button" padding_top="10" padding_bottom="0"][wbc_button button_text="HARMFUL PROMPTS" align_button="left" font_size="25" hover_bg_color="#fbfbfb" hover_border_color="#fbfbfb" hover_color="#0058f2" color="#000000" bg_color="#ffffff" padding_left="0" link="url:%231725134549782-2a2097b8-eb5c" el_class="scroll-button" padding_top="10" padding_bottom="0"][vc_column_text]Training, Evaluation, Inference analytics, Log anomaly detection, Metric anomaly detection, Model behavior analytics,  Prompt usage analytics, detect corrupt outputs. Severity, Explainability, Compliance scores. Recommendations, Reviews.[/vc_column_text][wbc_button button_text="ZERO-TRUST LLMs, ENSURE INTEGRITY," align_button="left" font_size="25" hover_bg_color="#ffffff" hover_border_color="#ffffff" hover_color="#0058f2" color="#000000" bg_color="#ffffff" padding_left="0" link="url:%231725134421148-24abbde7-41d3" el_class="scroll-button" padding_top="0" padding_bottom="0" margin_top="0" margin_bottom="0"][wbc_button button_text="RELIABILITY OF LLM's" align_button="left" font_size="25" hover_bg_color="#ffffff" hover_border_color="#ffffff" hover_color="#0058f2" color="#000000" bg_color="#ffffff" padding_left="0" link="url:%231725134421148-24abbde7-41d3" el_class="scroll-button" padding_top="0" padding_bottom="0" margin_top="0" margin_bottom="0"][vc_column_text]Use domain-specific guardrails. Audit upstream dependency pipelines. Integrity verifications at runtime. Detect tokenizer manipulations in LLMs. Monitor Tokenizer for files any supply chain attacks.[/vc_column_text][wbc_button button_text="SECURE ACCESS TO AI RESOURCES IN AI ENVIRONMENTS" align_button="left" font_size="25" hover_bg_color="#fbfbfb" hover_border_color="#fbfbfb" hover_color="#0058f2" color="#000000" bg_color="#ffffff" padding_left="0" link="url:%231724502197959-c60efa6e-15ac" el_class="scroll-button" padding_top="0" padding_bottom="0" margin_top="0" margin_bottom="0"][vc_column_text]Ensure security controls to LLM’s ready for enterprise infrastructure. Assign the AI service roles on the AI resource's to Managed identities. SPOT and STOP Attacks your AI compute, gpu, ext,int traffic, denial  attacks.[/vc_column_text][/vc_column][vc_column width="1/2"][vc_empty_space height="256px"][vc_tta_pageable no_fill_content_area="true" autoplay="20" active_section="1" pagination_style="outline-square" css_animation="none"][vc_tta_section title="Section 1" tab_id="1724502197959-c60efa6e-15ac"][video_player_for_wpbakery video="1783" controls="" autoplay="autoplay" muted="muted" loop="loop"][/vc_tta_section][vc_tta_section title="Section 1" tab_id="1725134421148-24abbde7-41d3"][video_player_for_wpbakery video="1779" controls="" autoplay="autoplay" muted="muted" loop="loop"][/vc_tta_section][vc_tta_section title="Section 1" tab_id="1725134549782-2a2097b8-eb5c"][video_player_for_wpbakery video="1780" controls="" autoplay="autoplay" muted="muted" loop="loop"][/vc_tta_section][/vc_tta_pageable][/vc_column][/vc_row][vc_row row_type="full_width" type="container" bg_select="bg_color_section" p_top="55" p_bottom="0" border_color="#ebebeb" anchor="mobile-app" bg_color="#ffffff" m_top="0" m_bottom="0"][vc_column width="1/2" p_bottom="0" m_bottom="0"][vc_empty_space height="256px"][vc_tta_pageable no_fill_content_area="true" autoplay="20" active_section="1" pagination_style="outline-square" css_animation="none" css=".vc_custom_1726183045693{background-color: #f9f9f9 !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;border-radius: 5px !important;}"][vc_tta_section title="Section 3" tab_id="1724550207880-ed0d0701-3ed0"][video_player_for_wpbakery video="1782" controls="" autoplay="autoplay" muted="muted" loop="loop"][/vc_tta_section][vc_tta_section title="Section 3" tab_id="1725133869370-879a4bc8-e560"][video_player_for_wpbakery video="1781" controls="" autoplay="autoplay" muted="muted" loop="loop"][/vc_tta_section][vc_tta_section title="Section 3" tab_id="1725133925576-7a18b8c2-4bdb"][video_player_for_wpbakery video="1787" controls="" autoplay="autoplay" muted="muted" loop="loop"][/vc_tta_section][/vc_tta_pageable][/vc_column][vc_column width="1/2"][wbc_heading tag="h4" heading_style="heading-3" title="SENSITIVE, COPYRIGHT LEGAL, PRIVACY" font_size="25" m_bottom="0"][wbc_heading tag="h3" heading_style="heading-1" title="ENHANCE PRIVACY WITH DOMAIN SPECIFIC GUARDRAILS" font_size="35" m_bottom="0"][wbc_hr height="5" width="85" bg_color="#ff6632" m_left="0"][wbc_heading tag="div" title="Generative AI opens up all kinds of opportunities to obtain sensitive data. Generative AI pose the greatest risk yet with a variety of concerns around." font_size="25" m_bottom="37" max_width="750" m_left="auto" m_right="auto"][wbc_button button_text="IDENTIFY AND OBFUSCATE SENSITIVE INFORMATION" align_button="left" font_size="25" hover_bg_color="#fbfbfb" hover_border_color="#fbfbfb" hover_color="#0058f2" color="#000000" bg_color="#ffffff" padding_left="0" link="url:%231725133869370-879a4bc8-e560" el_class="scroll-button"][vc_column_text]Detect, Redact, Alert Sensitive information disclosures, Data privacy violations, PII, PHI, Copyright Legal exposures in all Generative AI applications in environment.[/vc_column_text][wbc_button button_text="INTEGRATION WITH TOP GENERATIVE AI PLATFORMS" align_button="left" font_size="25" hover_bg_color="#ffffff" hover_border_color="#ffffff" hover_color="#0058f2" color="#000000" bg_color="#ffffff" padding_left="0" link="url:%231724550207880-ed0d0701-3ed0" el_class="scroll-button"][vc_column_text]Interoperable with your GenAI stack integrations with top providers, platforms, tools.[/vc_column_text][wbc_button button_text="AI FORENSICS, GOVERNANCE, COMPLIANCE" align_button="left" font_size="25" hover_bg_color="#fbfbfb" hover_border_color="#fbfbfb" hover_color="#0058f2" color="#000000" bg_color="#ffffff" padding_left="0" link="url:%231724550207880-ed0d0701-3ed0" el_class="scroll-button"][vc_column_text]Enriched ADR (AI Detection  &amp; Response) events with Alert data and forward to SIEM.[/vc_column_text][/vc_column][/vc_row][vc_row row_type="full_width" type="container" bg_select="bg_color_section" p_top="60" p_bottom="35" border_color="#ebebeb" anchor="services"][vc_column][wbc_heading tag="h4" heading_style="heading-3" align="center" wbc_animation="slideInDown" title="DESIGNED FOR ENTERPRISE" font_size="30" m_bottom="0"][wbc_heading tag="h3" heading_style="heading-3" align="center" title="ALERT AI |#1 GEN AI SECURITY PLATFORM OF CHOICE|" font_size="40" m_bottom="0"][wbc_hr height="5" width="85" bg_color="#ff6632"][wbc_heading tag="div" align="center" title="With over 100+ integrations and 1000+ detections, domain-specific security guardrails, easy-to-deploy and manage security platform seamlessly integrates AI workflows and applications." font_size="25" m_bottom="43" max_width="750" m_left="auto" m_right="auto"][/vc_column][vc_column width="1/3"][wbc_icon_box display_type="img" box_style="center" icon_style="square" icon_extra="outline" wbc_animation="zoomIn" heading="DISCOVERY" icon_size="70" box_link="url:https%3A%2F%2Falertai.com%2Fgenerative-ai-security-llm-security-services" icon_img="1948" icon_outline_color_hover="#ffffff" icon_outline_spacing="8" icon_color_hover="#ffffff" icon_border_color_hover="#ffffff" icon_bg_color="#ffffff" icon_bg_color_hover="#ffffff" heading_size="25"] Discovery Alerts AI assets, AI Inventory, Catalog, Models, LLM's, Training, Inference Pipelines, Prompts, Cluster resources, Compute, Networks &nbsp; &nbsp;[/wbc_icon_box][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomIn" heading="LLM & ML PIPELINE ANALYTICS" icon_size="70" icon_img="1952" icon_outline_spacing="8" box_link="url:https%3A%2F%2Falertai.com%2Fgenerative-ai-security-llm-security-services%23ThreatDetection" heading_size="25"]Pipeline Alerts LLM and ML Pipelines Training, Evaluation, Inference Metrics, Recommendations, Data skew detection, Spills, leaks, Rogue pipelines, Run, Usage Alerts. &nbsp; &nbsp; &nbsp; &nbsp;[/wbc_icon_box][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomIn" heading="PRIVACY, SENSITIVE INFORMATION" icon_size="70" icon_img="1962" icon_outline_spacing="8" box_link="url:https%3A%2F%2Falertai.com%2Fgenerative-ai-security-llm-security-services%23PrivacySensitiveContent" icon_color_hover="#ee7125" heading_size="25"] Data Privacy Alerts Detection, Redaction and PII, PHI Obfuscation, Data privacy in Prompt response queries, embeddings, Copyright and Legal exposures, Removal requests, Suppression list entries, Sensitive content filters &nbsp; &nbsp;[/wbc_icon_box][/vc_column][vc_column width="1/3" content_align="text-center"][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomIn" heading="TRACKING ANALYTICS" icon_size="70" box_link="url:https%3A%2F%2Falertai.com%2Fgenerative-ai-security-llm-security-services%23DiscoveryTrackingLineage|title:Alert%20AI%20security%20integration" icon_img="1950" icon_outline_spacing="8" heading_size="25"] Tracking Alerts Experiments, Jobs, Runs, Datasets, Models, Versions, Artifacts, Parameters,Metrics, Predictions, LLM's Interactions, Prompts, Tokenizers &nbsp;[/wbc_icon_box][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomIn" heading="LLM & MODEL VULNERABILITIES" icon_size="60" box_link="url:https%3A%2F%2Falertai.com%2Fgenerative-ai-security-llm-security-services%23Vulnerabilities|title:Pipeline%20Detection" icon_img="1956" icon_outline_spacing="8" heading_size="25"]Vulnerability scan Alerts LLM and Model vulnerabilities, Prompt Injection, Perturbations, Information Exposures, Hallucination, Misinformation, categorization, recommendations. &nbsp; &nbsp; &nbsp;[/wbc_icon_box][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomIn" heading="ADVERSARIAL THREAT DETECTION" icon_size="70" icon_img="1978" icon_outline_spacing="8" box_link="url:https%3A%2F%2Falertai.com%2Fgenerative-ai-security-llm-security-services%23ThreatDetection" heading_size="25"] Indicators, Threat Data, Alerts Security models for Adversarial ML &amp; LLM attacks, Indicators of Attack, Indicators of Compromise, Threat modelling, Feature extraction,Metrics, Events, Logs, Trace data, Anomaly detection Alerts. &nbsp;[/wbc_icon_box][/vc_column][vc_column width="1/3" content_align="text-center"][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomIn" heading="AI LINEAGE" icon_size="70" icon_img="1955" icon_outline_spacing="8" box_link="url:https%3A%2F%2Falertai.com%2Fgenerative-ai-security-llm-security-services%23DiscoveryTrackingLineage" heading_size="25"]Data Lineage Alerts Identify Data sources, Data types, Versions, Map, Topology of Data origin and their Lineage, Detect data contamination attacks, environmental risks in LLM &amp; ML, training copyright, classified data[/wbc_icon_box][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomIn" heading="PROMPT SECURITY & INTEGRITY" icon_size="70" icon_img="1980" icon_outline_spacing="8" box_link="url:https%3A%2F%2Falertai.com%2Fgenerative-ai-security-llm-security-services%23PrivacySensitiveContent" heading_size="25"] Prompt usage Alerts Prompt injections, Embedding operations, Response Alerts, Token utilization, Model Utilization, Token transaction Alerts, Secure LLM Tokenizer, Application Integrity, Insecure prompts, RAG, fine-tuning Alerts [/wbc_icon_box][wbc_icon_box display_type="img" box_style="center" wbc_animation="zoomIn" heading="AI FORENSICS" icon_size="70" icon_img="1961" icon_outline_spacing="8" box_link="url:https%3A%2F%2Falertai.com%2Fgenerative-ai-security-llm-security-services%23ModelAnalyticsGovernance" heading_size="25"]Audits and Reports Audit trails, Feedback Loop, Recommendations, Model and Datasets versions, Model performance data, accountability and traceability Reports, Create events for security operations center (SOC) analysts, Log Forwarding Tagged AI risk events to SIEM.[/wbc_icon_box][/vc_column][/vc_row][vc_row bg_select="bg_color_section" p_top="150" p_bottom="35" border_color="#ebebeb" bg_color="#ffffff"][vc_column][wbc_heading tag="h4" heading_style="heading-3" align="center" wbc_animation="slideInDown" title="INTEGRATIONS WITH POPULAR PROVIDERS, PLATFORMS" font_size="25" m_bottom="0"][wbc_heading tag="h2" heading_style="heading-3" align="center" title="OVER 100+ |INTEGRATIONS ACROSS AI STACK|" font_size="40" m_bottom="0"][wbc_hr height="5" width="85" bg_color="#ff6632"][wbc_heading tag="div" align="center" title="Ensure domain-specific AI applications are guarded securely, across organization." font_size="25" m_bottom="43" max_width="750" m_left="auto" m_right="auto"][vc_media_grid style="load-more" items_per_page="4" element_width="3" item="masonryMedia_BorderedScale" btn_color="danger" btn_size="lg" initial_loading_animation="bounceIn" grid_id="vc_gid:1731889655302-074deb41efe60b84be69855d5370b367-7" include="1505,1501,1531,1556,1530,1518,1553,1499,1513,1503,1514,1554,1517,1506,1528,1519,1512,1524,1508,1532,1521,1498,1507,1522,1515,1516,1509,1526,1520,1510,1523,1527" css=".vc_custom_1723362115300{margin-top: 0px !important;margin-right: 40px !important;margin-bottom: 0px !important;margin-left: 40px !important;border-top-width: 10px !important;border-right-width: 40px !important;border-bottom-width: 10px !important;border-left-width: 10px !important;padding-top: 20px !important;padding-right: 10px !important;padding-bottom: 20px !important;padding-left: 20px !important;background-color: #ffffff !important;background-position: center !important;background-repeat: no-repeat !important;background-size: contain !important;border-left-color: #000000 !important;border-right-color: #000000 !important;border-top-color: #000000 !important;border-bottom-color: #000000 !important;}"][vc_empty_space][vc_empty_space][/vc_column][vc_column wbc_animation="slideInDown"][wbc_heading tag="h4" heading_style="heading-3" align="center" title="TRY OUR SOLUTION" font_size="25" m_bottom="0" p_top="80"][wbc_heading tag="h3" heading_style="heading-3" align="center" title="IN |MARKETPLACE|" font_size="40" m_bottom="0"][wbc_hr height="5" width="85" bg_color="#ff6632"][wbc_heading tag="div" align="center" title="#1 GenAI security platform of choice. The first security platform to secure GenAI applications." font_size="25" m_bottom="43" max_width="750" m_left="auto" m_right="auto"][vc_images_carousel images="1531,1505,1501" img_size="400*300" onclick="link_no" mode="vertical" speed="4000" autoplay="yes" hide_pagination_control="yes" hide_prev_next_buttons="yes" wrap="yes" css_animation="none" css=".vc_custom_1723707826831{margin-right: 500px !important;margin-left: 500px !important;border-radius: 2px !important;}"][/vc_column][vc_column][/vc_column][/vc_row][vc_row row_type="full_width" type="container" bg_select="bg_color_section" anchor="industries" p_top="65"][vc_column wbc_animation="slideInDown" content_align="text-left"][wbc_heading tag="h3" heading_style="heading-3" align="center" title="ELEVATE YOUR GENERATIVE AI SECURITY" font_size="25" m_bottom="0"][wbc_heading tag="h3" heading_style="heading-3" align="center" title="|ENHANCING SECURITY IN| GENERATIVE AI SOLUTIONS" font_size="40" m_bottom="0"][wbc_hr height="5" width="85" bg_color="#ff6632"][wbc_heading tag="div" align="center" title="Industry solutions leverage Alert AI to |Enhance, Optimize, Manage| security of Generative AI applications and workflows with domain specific security guardrails." font_size="25" m_bottom="37" max_width="750" m_left="auto" m_right="auto"][wbc_portfolio layout_type="masonry" img_size="post-500x400-image" order_by="ID" order_dir="ASC" group_lightbox="yes" gap="5" show_filter="yes" filter_align="center" cols_s="2" cols_xl="5" cols_l="5" overlay_color="#ee7125" all_word="All"][vc_empty_space height="20px"][vc_empty_space][vc_empty_space][/vc_column][/vc_row][vc_row match_height="yes" vertical_center="yes" row_type="full_width" type="full_screen" font_color="#ffffff"][vc_column width="1/2" parallax_repeat="cover" bg_image_postions="center center" wbc_animation="slideInDown" p_top="92" p_left="4%" p_right="4%" parallax_img="1535" p_bottom="250"][/vc_column][vc_column width="1/2" parallax_repeat="cover" bg_image_postions="center center" font_color="#ffffff" p_left="4%" p_right="4%" p_top="4%"][wbc_heading tag="div" align="center" title="``We’re in a great spot. A lot of the trends in the world are accelerating the movement to what we do. Customers are in AI. Now they are exploring Generative AI in Business. They want enhance, optimize, manage security and integrity of their AI applications. They want to protect models, intelligence, privacy — all of the stuff we are doing. I feel like we’re in the bullseye of where the world’s going``. | - Srini Mommileti CEO, ALERT AI, Ex Palo Alto Networks, Ex Gigamon|" font_size="25" color="#000000" p_top="40" wbc_color="#919191"][vc_btn title="JOIN OUR DEMO" color="danger" align="center" css_animation="slideInDown" css=".vc_custom_1725137639560{margin-top: 20px !important;margin-bottom: 80px !important;margin-left: -100px !important;}" link="url:%23contact"][/vc_column][/vc_row][vc_row row_type="full_width" type="full_screen" p_top="70" p_bottom="130" bg_color="#ffffff"][vc_column wbc_animation="slideInDown"][wbc_heading tag="h4" heading_style="heading-3" align="center" wbc_animation="slideInDown" title="ABOVE AND BEYOND" font_size="14" m_bottom="0" color="#ffffff"][wbc_heading tag="h4" heading_style="heading-3" align="center" title="ABOVE AND BEYOND" font_size="25" m_bottom="0" color="#000000" wbc_color="#ff6632"][wbc_heading tag="h3" heading_style="heading-3" align="center" title="|OUR| MILESTONES" font_size="40" m_bottom="0" color="#000000" wbc_color="#ff6632"][wbc_hr height="5" width="85" bg_color="#ff6632"][wbc_heading tag="div" align="center" title="We are at intersection of AI and Cyber Warfare. 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class="page-wrapper"> <!-- Page Title/BreadCrumb --><div class="page-title-wrap"><div class="container clearfix"><h2 class="entry-title">Healthcare</h2><ul class="breadcrumb"><li><a href="https://alertai.com">Home</a></li><li>Healthcare</li></ul></div></div> <!-- BEGIN MAIN --> <div class="main-content-area clearfix"> <div class="page-content clearfix"> <div class="wpb-content-wrapper"><div class="lnkdn_buttons"><div class="lnkdn-share-button"> <script type="IN/Share" data-url="https://alertai.com/generative-ai-security-llm-security-models-risks/llms-generative-ai-in-healthcare-privacy-security-vulnerabilities/" data-counter=""></script> </div><div class="lnkdn-follow-button"> <script type="IN/FollowCompany" data-id="104405749" data-counter="right"></script> </div></div><div id="wbc-67465e3a2bd55" class="vc_row wpb_row full-width-section" style="padding-top: 55px;"><div class="container"><div class="row row-inner"> <div class="wpb_column vc_column_container vc_col-sm-12 "><div class="vc_column-inner " style="padding-top: 5px;"> <div class="wpb_wrapper"> <div class="wbc-heading clearfix"><h1 class="special-heading-1" style="font-size:25px;">Generative AI Security</h1></div><div class="wbc-heading clearfix"><h3 class="special-heading-1" style="font-size:40px;"><span class="wbc-color" >Security</span> for Generative AI applications and workflows</h3></div><div class="wbc-heading clearfix"><h3 class="special-heading-3" style="font-size:40px;">Generative AI in <span class="wbc-color" >Healthcare</span> Industry</h3></div> </div> </div> </div> </div></div></div><div id="wbc-67465e3a2cf5e" class="vc_row wpb_row full-width-section" style="padding-top: 55px;"><div class="container"><div class="row row-inner"> <div class="wpb_column vc_column_container vc_col-sm-12 vc_col-md-9 "><div class="vc_column-inner " > <div class="wpb_wrapper"> <div class="wbc-featured-sc post-featured"> <div class="wbc-image-wrap"><img fetchpriority="high" decoding="async" width="2384" height="1257" src="https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1.jpg" class="attachment-full size-full wp-post-image" alt="Generative AI for healthcare" srcset="https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1.jpg 2384w, https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1-300x158.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1-1024x540.jpg 1024w, https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1-768x405.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1-1536x810.jpg 1536w, https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1-2048x1080.jpg 2048w, https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1-1140x601.jpg 1140w, https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1-848x447.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1-320x169.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1-480x253.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1-800x422.jpg 800w" sizes="(max-width: 2384px) 100vw, 2384px" /> <div class="item-link-overlay"></div> <div class="wbc-extra-links"> <a data-fancybox title="Generative AI solutions for Insurance industry" href="https://alertai.com/wp-content/uploads/2024/08/iStock-hospitals_healthcare-1.jpg" class="wbc-photo-up"><i class="fa fa-search"></i></a> </div> </div></div><div class="vc_empty_space" style="height: 30px"><span class="vc_empty_space_inner"></span></div> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <h3><span style="font-size: 24pt;">Introduction</span></h3> <p>&nbsp;</p> <p><span style="font-size: 18pt;">In Healthcare, Generative AI applications and workflows using LLMs have the potential to transform patient care by analyzing medical records, research papers, and clinical data to provide more accurate diagnoses.</span></p> <p><span style="font-size: 18pt;">These models can identify patterns and correlations in large datasets that might be overlooked by human practitioners, leading to earlier detection of diseases and more effective treatment plans.</span></p> <p><span style="font-size: 18pt;">Generative AI applications and workflows using LLMs can also assist Healthcare providers in making data-driven clinical decisions by offering personalized treatment recommendations based on the latest research and patient history.</span></p> <p><span style="font-size: 18pt;">Additionally, these models can streamline administrative tasks, such as managing patient records, scheduling appointments, and handling billing inquiries, freeing up Healthcare professionals to focus on patient care.</span></p> <p><span style="font-size: 18pt;">Generative AI applications and workflows using LLMs can enhance telemedicine services by powering AI-driven virtual assistants that provide patients with instant access to medical information and support.</span></p> <p><span style="font-size: 18pt;">Moreover, use of Generative AI applications can support medical research by analyzing vast amounts of scientific literature and identifying new areas for investigation.</span></p> <p><span style="font-size: 18pt;">Overall, Generative AI applications using LLMs offer Healthcare organizations the ability to improve patient outcomes, reduce costs, and increase operational efficiency.</span></p> <p>&nbsp;</p> <h3><span style="font-size: 24pt;">Key Generative AI Use cases in Healthcare</span></h3> <p>&nbsp;</p> <p><img decoding="async" class="alignnone wp-image-1665 size-full" src="https://alertai.com/wp-content/uploads/2015/04/ai-usecases-in-healthcare.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="960" height="540" srcset="https://alertai.com/wp-content/uploads/2015/04/ai-usecases-in-healthcare.jpg 960w, https://alertai.com/wp-content/uploads/2015/04/ai-usecases-in-healthcare-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2015/04/ai-usecases-in-healthcare-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2015/04/ai-usecases-in-healthcare-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2015/04/ai-usecases-in-healthcare-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2015/04/ai-usecases-in-healthcare-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2015/04/ai-usecases-in-healthcare-800x450.jpg 800w" sizes="(max-width: 960px) 100vw, 960px" /></p> <p>&nbsp;</p> <p><span style="font-size: 18pt;">Earlier detection of diseases</span></p> <p><span style="font-size: 18pt;">Clinical Research data analytics</span></p> <p><span style="font-size: 18pt;">Accurate diagnoses</span></p> <p><span style="font-size: 18pt;">Virtual patient collaborator</span></p> <p><span style="font-size: 18pt;">Patient record Manager</span></p> <p><span style="font-size: 18pt;">Personalized patient care (PPC)</span></p> <p>&nbsp;</p> <h4><span style="font-size: 24pt;">Use case summary</span></h4> <h4><span style="font-size: 24pt;">Clinical Decision-Making Workflow</span></h4> <h4><span style="font-size: 24pt;">Personalized patient care (PPC)</span></h4> <p><span style="font-size: 18pt;">Analytics report generation for Personalized patient care (PPC)</span></p> <p><span style="font-size: 18pt;">from diverse data sets—making it a suitable option for identifying a patient’s</span></p> <p><span style="font-size: 18pt;">potential health risks with broader spectrum of variables comprehensive and personalized patient care to assist with diagnosis tailored treatment options</span></p> <p><span style="font-size: 18pt;">evidence-based therapies and individualized care.</span></p> <h4><img decoding="async" class="alignnone wp-image-1604 size-full" src="https://alertai.com/wp-content/uploads/2024/08/health_care.jpg.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="1012" height="755" srcset="https://alertai.com/wp-content/uploads/2024/08/health_care.jpg.jpg 1012w, https://alertai.com/wp-content/uploads/2024/08/health_care.jpg-300x224.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/health_care.jpg-768x573.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/health_care.jpg-848x633.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/health_care.jpg-320x239.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/health_care.jpg-480x358.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/health_care.jpg-800x597.jpg 800w" sizes="(max-width: 1012px) 100vw, 1012px" /></h4> <h4></h4> <h4><span style="font-size: 18pt;">Generative AI application</span></h4> <p><span style="font-size: 18pt;"><strong>Main Considerations</strong></span></p> <ul> <li>     <span style="font-size: 18pt;">  accuracy</span></li> <li><span style="font-size: 18pt;">      security</span></li> <li><span style="font-size: 18pt;">      privacy</span></li> <li><span style="font-size: 18pt;">      fairness</span></li> </ul> <h4><span style="font-size: 18pt;">Retrieval-Augmented Generation</span></h4> <ul> <li><span style="font-size: 18pt;">Used for improving accuracy</span></li> <li><span style="font-size: 18pt;">Data outside the Foundation Model</span></li> <li><span style="font-size: 18pt;">Combining the LLM with search</span></li> <li><span style="font-size: 18pt;">Enrich prompts</span></li> <li><span style="font-size: 18pt;">Data in context</span></li> </ul> <p>&nbsp;</p> <p><strong><span style="font-size: 18pt;">Domain-specific GenAI Security</span><br /> </strong></p> <p><span style="font-size: 18pt;">ALERT AI &#8211; security integration for Domain-specific LLM guardrails</span></p> <ul> <li><span style="font-size: 18pt;">Application integrity</span></li> <li><span style="font-size: 18pt;">Data privacy</span></li> <li><span style="font-size: 18pt;">bias mitigation</span></li> <li><span style="font-size: 18pt;">HIPAA-eligibility</span></li> <li><span style="font-size: 18pt;">PHI detection</span></li> <li><span style="font-size: 18pt;">Redaction, Obfuscation</span></li> </ul> <p><span style="font-size: 18pt;"><strong>AlertAI Domain-specific GenAI LLM Application Security Integration for Healthcare </strong></span></p> <ul> <li><span style="font-size: 18pt;">PHI sensitive information detection pipeline</span></li> <li><span style="font-size: 18pt;">Redaction and Obfuscation pipeline</span></li> <li><span style="font-size: 18pt;">HIPAA regulations violation module</span></li> <li><span style="font-size: 18pt;">Healthcare domain-specific LLM Alert and vulnerability  detections</span></li> </ul> <h4><span style="font-size: 18pt;"><b>Infrastructure</b></span></h4> <p><span style="font-size: 18pt;">To build, scale Generative AI , Set up your infrastructure in</span></p> <ul> <li><span style="font-size: 18pt;">AWS Bedrock</span></li> <li><span style="font-size: 18pt;">Azure OpenAI</span></li> <li><span style="font-size: 18pt;">NVidia DGX Cloud</span></li> <li><span style="font-size: 18pt;">GCP Vertex AI</span></li> <li><span style="font-size: 18pt;">Kubernetes.</span></li> </ul> <h4><span style="font-size: 18pt;">Model Selection, Alignment, Customization</span></h4> <ul> <li><span style="font-size: 18pt;">Pre-process</span></li> <li><span style="font-size: 18pt;">Train</span></li> <li><span style="font-size: 18pt;">Validate</span></li> <li><span style="font-size: 18pt;">Test</span></li> <li><span style="font-size: 18pt;">Fine-tuning</span></li> </ul> <p><span style="font-size: 18pt;">Foundation models</span></p> <ul> <li><span style="font-size: 18pt;">     Llama-2/3</span></li> <li><span style="font-size: 18pt;">     Mixtral 8x7B, and Mistral 7B LLMs</span></li> <li><span style="font-size: 18pt;">     Claude 3</span></li> <li><span style="font-size: 18pt;">     Nvidia NeMo</span></li> <li><span style="font-size: 18pt;">     AWS Bedrock</span></li> </ul> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1635 size-full" src="https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-scaled.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="2560" height="1706" srcset="https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-scaled.jpg 2560w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-300x200.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-1024x683.jpg 1024w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-768x512.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-1536x1024.jpg 1536w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-2048x1365.jpg 2048w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-600x400.jpg 600w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-1140x760.jpg 1140w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-848x565.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-320x213.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-480x320.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_generative_ai-800x533.jpg 800w" sizes="(max-width: 2560px) 100vw, 2560px" /></p> <p><span style="font-size: 18pt;">Pre-Training</span></p> <ul> <li><span style="font-size: 18pt;">Supervised Fine-Tuning (SFT)</span></li> <li><span style="font-size: 18pt;">Parameter-Efficient Fine-Tuning (PEFT) techniques to datasets.</span></li> <li><span style="font-size: 18pt;">Setup launch foundation model pre-training</span></li> </ul> <p><span style="font-size: 18pt;"><strong>Data Curation</strong></span></p> <ul> <li><span style="font-size: 18pt;">Use classifiers for evaluating data quality and for identifying data domains.</span></li> <li><span style="font-size: 18pt;">Annotation and enhancing the combination of diverse datasets essential for the training of foundational models.</span></li> <li><span style="font-size: 18pt;">synthetic data generation, and qualitative score assignment to prepare a dataset for PEFT of LLMs.</span></li> </ul> <p><span style="font-size: 18pt;"><strong>Deployment</strong></span></p> <ul> <li><span style="font-size: 18pt;">Deploy LLMs trained with NeMo Framework using NVIDIA NIM,</span></li> <li><span style="font-size: 18pt;">Deployment with TensorRT-LLM.</span></li> <li><span style="font-size: 18pt;">AWS Bedrock, Azure Open AI , GCP Vertex AI , Nvidia DGX</span></li> </ul> <h4><span style="font-size: 18pt;"><b>RAG Pipeline Overview</b></span></h4> <ul> <li><span style="font-size: 18pt;">Retrieval-augmented generation (RAG)</span></li> <li><span style="font-size: 18pt;">combines information retrieval</span></li> <li><span style="font-size: 18pt;">system prompts</span></li> <li><span style="font-size: 18pt;">accurate, up-to-date, and precise, contextual responses LLMs</span></li> <li><span style="font-size: 18pt;">data from various sources, dbs, internet, feeds</span></li> <li><span style="font-size: 18pt;">pipeline basic stages:</span></li> <li><span style="font-size: 18pt;">Indexing from text, embedder</span></li> <li><span style="font-size: 18pt;">Generating- Embed the query with contexts embeddings</span></li> <li><span style="font-size: 18pt;">Query to feed into the LLM to generate answer</span></li> </ul> <p><span style="font-size: 18pt;"><strong>Intermediate stages</strong></span></p> <ul> <li><span style="font-size: 18pt;">Reranker, Adaptive RAG, Self-RAG, etc</span></li> <li><span style="font-size: 18pt;">BERT embedder</span></li> <li><span style="font-size: 18pt;">Models like GPT, LLama</span></li> <li><span style="font-size: 18pt;">Text-based RAG: Gemma, Mistral, Mamba</span></li> <li><span style="font-size: 18pt;">Multimodal-based RAG: NeVa (Visual Language Model)</span></li> <li><span style="font-size: 18pt;">To orchestrate the RAG steps, RAG pipeline can use  LlamaIndex</span></li> </ul> <p>&nbsp;</p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1667 size-full" src="https://alertai.com/wp-content/uploads/2015/04/llm-use-case-healthcare-phi-hipaa-redaction-report-generation.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="1382" height="1041" srcset="https://alertai.com/wp-content/uploads/2015/04/llm-use-case-healthcare-phi-hipaa-redaction-report-generation.jpg 1382w, https://alertai.com/wp-content/uploads/2015/04/llm-use-case-healthcare-phi-hipaa-redaction-report-generation-300x226.jpg 300w, https://alertai.com/wp-content/uploads/2015/04/llm-use-case-healthcare-phi-hipaa-redaction-report-generation-1024x771.jpg 1024w, https://alertai.com/wp-content/uploads/2015/04/llm-use-case-healthcare-phi-hipaa-redaction-report-generation-768x579.jpg 768w, https://alertai.com/wp-content/uploads/2015/04/llm-use-case-healthcare-phi-hipaa-redaction-report-generation-1140x859.jpg 1140w, https://alertai.com/wp-content/uploads/2015/04/llm-use-case-healthcare-phi-hipaa-redaction-report-generation-848x639.jpg 848w, https://alertai.com/wp-content/uploads/2015/04/llm-use-case-healthcare-phi-hipaa-redaction-report-generation-320x241.jpg 320w, https://alertai.com/wp-content/uploads/2015/04/llm-use-case-healthcare-phi-hipaa-redaction-report-generation-480x362.jpg 480w, https://alertai.com/wp-content/uploads/2015/04/llm-use-case-healthcare-phi-hipaa-redaction-report-generation-800x603.jpg 800w" sizes="(max-width: 1382px) 100vw, 1382px" /></p> <p>&nbsp;</p> <p><span style="font-size: 18pt;"><strong>Alert AI Domain-specific Security guardrails</strong></span></p> <p><span style="font-size: 18pt;">PHI detection pipeline</span></p> <p><span style="font-size: 18pt;">PII detection pipeline</span></p> <p><span style="font-size: 18pt;">HIPPA regulation</span></p> <p><span style="font-size: 18pt;">regulation violoation detection pipeline</span></p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1664 size-full" src="https://alertai.com/wp-content/uploads/2015/04/llm-healthcare-phi-hilite.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="325" height="267" srcset="https://alertai.com/wp-content/uploads/2015/04/llm-healthcare-phi-hilite.jpg 325w, https://alertai.com/wp-content/uploads/2015/04/llm-healthcare-phi-hilite-300x246.jpg 300w, https://alertai.com/wp-content/uploads/2015/04/llm-healthcare-phi-hilite-320x263.jpg 320w" sizes="(max-width: 325px) 100vw, 325px" /></p> <p>&nbsp;</p> <p><span style="font-size: 18pt;">Patient record advisor chat agent automation</span></p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1691 size-full" src="https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag1.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="960" height="540" srcset="https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag1.jpg 960w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag1-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag1-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag1-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag1-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag1-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag1-800x450.jpg 800w" sizes="(max-width: 960px) 100vw, 960px" /></p> <p>&nbsp;</p> <p>&nbsp;</p> <p>&nbsp;</p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1690 size-full" src="https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag2.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="960" height="540" srcset="https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag2.jpg 960w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag2-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag2-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag2-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag2-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag2-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/Services_Animation_chat-agent_rag2-800x450.jpg 800w" sizes="(max-width: 960px) 100vw, 960px" /></p> </div> </div> <div class="wbc-heading clearfix"><h3 class="special-heading-3" style="font-size:25px;">Security Risks Around Generative AI Applications</h3></div><div class="wbc-heading clearfix"><h3 class="special-heading-1" style="font-size:25px;">What is at stake?</h3></div> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1632 size-full" src="https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-scaled.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="2560" height="1707" srcset="https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-scaled.jpg 2560w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-300x200.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-1024x683.jpg 1024w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-768x512.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-1536x1024.jpg 1536w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-2048x1366.jpg 2048w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-600x400.jpg 600w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-1140x760.jpg 1140w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-848x565.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-320x213.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-480x320.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-800x533.jpg 800w" sizes="(max-width: 2560px) 100vw, 2560px" /></p> <p>&nbsp;</p> <h3></h3> <h3><span style="font-size: 18pt;">Generative AI in Business Applications introducing a host of new Attack vectors and threats that escape traditional firewalls.</span></h3> <p>&nbsp;</p> <p><span style="font-size: 18pt;">&#8220;The risks are of High stakes..&#8221;</span></p> <p><span style="font-size: 18pt;">&#8220;Unguarded would lead to Major fallouts&#8230;&#8221;</span></p> <p><span style="font-size: 18pt;">Here some potential security risks using Generative AI in Business.</span></p> <h4><span style="font-size: 18pt;"><b>Data Privacy and Security</b></span></h4> <h5><span style="font-size: 18pt;">Sensitive Data Exposure</span></h5> <p><span style="font-size: 18pt;">Generative AI applications in Business using LLMs can inadvertently reveal sensitive information if not properly managed.</span></p> <p><span style="font-size: 18pt;">For example, if an LLM is trained on proprietary or customer data, there&#8217;s a risk of that information being exposed during interactions.</span></p> <h5><span style="font-size: 18pt;">Data Breaches</span></h5> <p>&nbsp;</p> <p>&nbsp;</p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1836 size-full" src="https://alertai.com/wp-content/uploads/2024/08/data-leakage-ai.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="922" height="292" srcset="https://alertai.com/wp-content/uploads/2024/08/data-leakage-ai.jpg 922w, https://alertai.com/wp-content/uploads/2024/08/data-leakage-ai-300x95.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/data-leakage-ai-768x243.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/data-leakage-ai-848x269.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/data-leakage-ai-320x101.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/data-leakage-ai-480x152.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/data-leakage-ai-800x253.jpg 800w" sizes="(max-width: 922px) 100vw, 922px" /></p> <p>&nbsp;</p> <p>&nbsp;</p> <p><span style="font-size: 18pt;">Generative AI applications in Business must have protection,  if  an LLM&#8217;s underlying data infrastructure is compromised, attackers could gain access to confidential financial data.</span></p> <h4><span style="font-size: 18pt;"><b>Copyright and Legal information</b></span></h4> <p><span style="font-size: 18pt;">Generative AI applications in Business using Large Language Models (LLMs) must be designed to respect copyright laws by avoiding the unauthorized use of copyrighted text during training and deployment, ensuring that all content generated adheres to legal and ethical standards.</span></p> <h4><span style="font-size: 18pt;"><b>Sensitive content exposures</b></span></h4> <p><span style="font-size: 18pt;">Generative AI applications in Business using LLMs must be carefully managed to prevent the generation or dissemination of sensitive or harmful content, safeguarding user interactions and upholding privacy and security protocols.</span></p> <h4><span style="font-size: 18pt;"><b>Integrity of AI application</b></span></h4> <p><span style="font-size: 18pt;">Maintaining the integrity of Generative AI applications in Business using LLMs involves implementing rigorous security measures and validation processes to protect the system from tampering and ensure reliable and unbiased outputs.</span></p> <h5><span style="font-size: 18pt;"><b>Tokenizer Manipulation Attacks</b></span></h5> <p><span style="font-size: 18pt;">Tokenizer manipulation attacks in Generative AI applications in Business using LLMs prone to exploit and vulnerabilities in text processing, potentially causing incorrect or malicious outputs, necessitating robust defenses and regular updates to counteract such risks.</span></p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1609 size-full" src="https://alertai.com/wp-content/uploads/2024/08/Services_invalid_dataset.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="960" height="540" srcset="https://alertai.com/wp-content/uploads/2024/08/Services_invalid_dataset.jpg 960w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_dataset-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_dataset-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_dataset-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_dataset-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_dataset-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_dataset-800x450.jpg 800w" sizes="(max-width: 960px) 100vw, 960px" /><b></b></p> <p><span style="font-size: 18pt;"><b>Bias and Fairness</b></span></p> <h5><span style="font-size: 18pt;"><b>Algorithmic Bias</b></span></h5> <p><span style="font-size: 18pt;">Generative AI applications in Business using LLMs can perpetuate and even amplify biases present in their training data, leading to unfair treatment of certain groups of customers.</span></p> <p><span style="font-size: 18pt;">This is particularly concerning in credit scoring, loan approvals, and other financial decisions.</span></p> <p>&nbsp;</p> <p>&nbsp;</p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1801 size-full" src="https://alertai.com/wp-content/uploads/2024/08/mitre-seq2.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="1985" height="478" srcset="https://alertai.com/wp-content/uploads/2024/08/mitre-seq2.jpg 1985w, https://alertai.com/wp-content/uploads/2024/08/mitre-seq2-300x72.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/mitre-seq2-1024x247.jpg 1024w, https://alertai.com/wp-content/uploads/2024/08/mitre-seq2-768x185.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/mitre-seq2-1536x370.jpg 1536w, https://alertai.com/wp-content/uploads/2024/08/mitre-seq2-1140x275.jpg 1140w, https://alertai.com/wp-content/uploads/2024/08/mitre-seq2-848x204.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/mitre-seq2-320x77.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/mitre-seq2-480x116.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/mitre-seq2-800x193.jpg 800w" sizes="(max-width: 1985px) 100vw, 1985px" /></p> <h5></h5> <h5></h5> <h5><span style="font-size: 18pt;"><b>Discrimination</b></span></h5> <p><span style="font-size: 18pt;">Unchecked biases can result in discriminatory practices, which can lead to regulatory and reputational risks for financial institutions.</span></p> <h4><span style="font-size: 18pt;"><b>Fraud and Manipulation</b></span></h4> <h4><span style="font-size: 18pt;"><b>Phishing and Social Engineering</b></span></h4> <p><span style="font-size: 18pt;">Generative AI applications in Business using LLMs can be used to generate highly convincing phishing emails or messages, making it easier for attackers to deceive employees or customers</span></p> <h4><span style="font-size: 18pt;"><b>Fraudulent Transactions</b></span></h4> <p><span style="font-size: 18pt;">Generative AI applications in Business using  Advanced LLMs could be used to manipulate transaction data or create false documentation, making fraud detection more challenging</span></p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1610 size-full" src="https://alertai.com/wp-content/uploads/2024/08/Services_invalid_model_access.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="960" height="540" srcset="https://alertai.com/wp-content/uploads/2024/08/Services_invalid_model_access.jpg 960w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_model_access-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_model_access-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_model_access-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_model_access-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_model_access-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/Services_invalid_model_access-800x450.jpg 800w" sizes="(max-width: 960px) 100vw, 960px" /><span style="font-size: 18pt;"><b>Operational Risks</b></span></p> <h5><span style="font-size: 18pt;"><b>Model Inaccuracy</b></span></h5> <p><span style="font-size: 18pt;">Inaccurate predictions or decisions made by LLMs can lead to financial losses.</span></p> <p><span style="font-size: 18pt;">For example, incorrect risk assessments or credit evaluations can impact the financial health of an institution.</span></p> <h5><span style="font-size: 18pt;"><b>Dependencies-on Automation</b></span></h5> <p><span style="font-size: 18pt;">Over dependence on LLMs for critical financial decisions without adequate human oversight can result in significant operational risks.</span></p> <h4><span style="font-size: 18pt;"><b>Adversarial Attacks</b></span></h4> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1799 size-full" src="https://alertai.com/wp-content/uploads/2024/08/adversarial-ml-threats.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="1527" height="350" srcset="https://alertai.com/wp-content/uploads/2024/08/adversarial-ml-threats.jpg 1527w, https://alertai.com/wp-content/uploads/2024/08/adversarial-ml-threats-300x69.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/adversarial-ml-threats-1024x235.jpg 1024w, https://alertai.com/wp-content/uploads/2024/08/adversarial-ml-threats-768x176.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/adversarial-ml-threats-1140x261.jpg 1140w, https://alertai.com/wp-content/uploads/2024/08/adversarial-ml-threats-848x194.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/adversarial-ml-threats-320x73.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/adversarial-ml-threats-480x110.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/adversarial-ml-threats-800x183.jpg 800w" sizes="(max-width: 1527px) 100vw, 1527px" /></p> <h5><span style="font-size: 18pt;"><b>Adversarial Inputs</b></span></h5> <p><span style="font-size: 18pt;">Generative AI applications in Business can be subjected to adversarial inputs. Malicious actors can craft inputs designed to confuse or mislead LLMs, potentially leading to incorrect outputs or actions that can be exploited.</span></p> <h5><span style="font-size: 18pt;"><b>Model Poisoning</b></span></h5> <p><span style="font-size: 18pt;">Attackers can manipulate the training data or the model itself to introduce vulnerabilities or backdoors.</span></p> <h4><span style="font-size: 18pt;"><b>Attack cases</b></span></h4> <ul> <li><span style="font-size: 18pt;">Exfiltration via Inference API</span></li> <li><span style="font-size: 18pt;">Exfiltration Cyber means</span></li> <li><span style="font-size: 18pt;">LLM Meta Prompt extraction</span></li> <li><span style="font-size: 18pt;">LLM Data leakage</span></li> <li><span style="font-size: 18pt;">Craft Adversarial Data</span></li> <li><span style="font-size: 18pt;">Denial of ML service</span></li> <li><span style="font-size: 18pt;">Spamming with Chaff Data</span></li> <li><span style="font-size: 18pt;">Erode ML Model integrity</span></li> <li><span style="font-size: 18pt;">Prompt injection</span></li> <li><span style="font-size: 18pt;">Plugin Compromise</span></li> <li><span style="font-size: 18pt;">Jailbreak</span></li> </ul> <p>&nbsp;</p> <p>&nbsp;</p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1802 size-full" src="https://alertai.com/wp-content/uploads/2024/08/seq-diagram-genai-attack1.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="812" height="1091" srcset="https://alertai.com/wp-content/uploads/2024/08/seq-diagram-genai-attack1.jpg 812w, https://alertai.com/wp-content/uploads/2024/08/seq-diagram-genai-attack1-223x300.jpg 223w, https://alertai.com/wp-content/uploads/2024/08/seq-diagram-genai-attack1-762x1024.jpg 762w, https://alertai.com/wp-content/uploads/2024/08/seq-diagram-genai-attack1-768x1032.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/seq-diagram-genai-attack1-320x430.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/seq-diagram-genai-attack1-480x645.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/seq-diagram-genai-attack1-800x1075.jpg 800w" sizes="(max-width: 812px) 100vw, 812px" /></p> <p>&nbsp;</p> <ul> <li><span style="font-size: 18pt;">Backdoor ML Model</span></li> <li><span style="font-size: 18pt;">Poision training data</span></li> <li><span style="font-size: 18pt;">Inference API Access</span></li> <li><span style="font-size: 18pt;">ML supply chain compromise</span></li> <li><span style="font-size: 18pt;">Sensitive Information Disclosure</span></li> <li><span style="font-size: 18pt;">Supply Chain Vulnerabilities</span></li> <li><span style="font-size: 18pt;">Denial of Service</span></li> <li><span style="font-size: 18pt;">Insecured Output Handling</span></li> <li><span style="font-size: 18pt;">Insecure API/plugin/Agent</span></li> <li><span style="font-size: 18pt;">Excessive API/plugin/Agent Permissions</span></li> </ul> <h4><span style="font-size: 18pt;"><b>Regulatory Compliance</b></span></h4> <h5><span style="font-size: 18pt;"><b>Non-Compliance with Regulations</b></span></h5> <p><span style="font-size: 18pt;">Financial institutions using Generative AI applications in Business must comply with various regulations related to data privacy, fairness, and transparency.</span></p> <p><span style="font-size: 18pt;">Generative AI applications in Business using LLMs must be designed and implemented in ways that meet these regulatory requirements.</span></p> <p><span style="font-size: 18pt;"><b>Audit and Explainability</b></span></p> <p><span style="font-size: 18pt;">Ensuring that Generative AI applications in Business  using LLMs&#8217; decisions can be audited and explained is crucial for regulatory compliance. Lack of transparency can pose significant challenges.</span></p> <p>&nbsp;</p> <p><span style="font-size: 18pt;">Generative AI is new attack vector can endanger business applications and enterprises..</span></p> <p><span style="font-size: 18pt;">A variety of concerns around Gen AI, include  Copyright Legal exposures,</span></p> <p><span style="font-size: 18pt;">Sensitive information disclosure, Data privacy violations, Domain specific exposures.</span></p> <p><span style="font-size: 18pt;">Generative AI opens up all kinds of opportunities to obtain sensitive data without even building malware. Anyone to get a hold of the prompt of an LLM and find out sensitive data that has been absorbed with the model&#8217;s training process.</span></p> <p>&nbsp;</p> <h3><span style="font-size: 18pt;">“What makes AI security complex?</span></h3> <p><span style="font-size: 18pt;">The Answer is its moving parts.</span></p> <p><span style="font-size: 18pt;">&#8220;Best way to secure AI is to start right now…”</span></p> <p><span style="font-size: 18pt;"><b>Choosing right security solution</b></span></p> <ul> <li><span style="font-size: 18pt;">Right solution is actually what it means to Your organization. Your system, environment, use case.</span></li> <li><span style="font-size: 18pt;">Generic service generic product solution may not be right for you. May not cater your Organizations needs.</span></li> </ul> <p><span style="font-size: 18pt;"><b>Vulnerabilities Management in Models, LLMs</b></span></p> <ul> <li><span style="font-size: 18pt;">Detect Prompt Injection</span></li> <li><span style="font-size: 18pt;">Information leak</span></li> <li><span style="font-size: 18pt;">Misinformation</span></li> <li><span style="font-size: 18pt;">Perturbations</span></li> </ul> <h4><b><span style="font-size: 18pt;">Mitigation</span><br /> </b></h4> <ul> <li><span style="font-size: 18pt;">Scan Vulnerabilities in Generative AI applications and ML Models</span></li> <li><span style="font-size: 18pt;">Models Detection &amp; Management</span></li> <li><span style="font-size: 18pt;">Associated risks</span></li> <li><span style="font-size: 18pt;">Compliance Score</span></li> <li><span style="font-size: 18pt;">Severity Score</span></li> <li><span style="font-size: 18pt;">Domain specific AI security</span></li> <li><span style="font-size: 18pt;">Manage access to resources in your AI clusters</span></li> <li><span style="font-size: 18pt;">Assign the AI service roles on the AI resource&#8217;s to Managed identities</span></li> <li><span style="font-size: 18pt;"> Detect Poison, Evasion</span></li> <li><span style="font-size: 18pt;"> Exfiltration</span></li> <li><span style="font-size: 18pt;"> ML supply chain compromise</span></li> <li><span style="font-size: 18pt;"> Training time, Inference time attacks</span></li> <li><span style="font-size: 18pt;">Spills, leaks, contamination</span></li> </ul> <h4><span style="font-size: 18pt;"><b>Risk Analysis</b></span></h4> <p><span style="font-size: 18pt;">Modelling Adversarial ML, LLM attacks,</span></p> <p><span style="font-size: 18pt;">ML Supply chain attacks.</span></p> <p><span style="font-size: 18pt;">Threat intelligence with Alerts (MITRE ATLAS, OWASP)</span></p> <h4><span style="font-size: 18pt;"><b>AI Threat Detection</b></span></h4> <p><span style="font-size: 18pt;">Threat hunting Alerts in Models and Pipelines,</span></p> <p><span style="font-size: 18pt;">Model Behaviour Alerts</span></p> <h4><span style="font-size: 18pt;"><b>Anomaly Detection</b></span></h4> <p><span style="font-size: 18pt;">Pipeline, Data Lineage and Prompt Interaction Alerts</span></p> <p>&nbsp;</p> <h4><span style="font-size: 18pt;"><b>Know your Generative AI and AI attack surface</b></span></h4> <h4><span style="font-size: 18pt;"><b>AI Discovery</b></span></h4> <p><span style="font-size: 18pt;">Discovery of AI assets, AI Inventory, Catalog</span></p> <p><span style="font-size: 18pt;">Models, Pipelines, Prompts</span></p> <p><span style="font-size: 18pt;">Cluster Resources, Compute, Networks</span></p> <h4><span style="font-size: 18pt;"><b>Tracking Analysis</b></span></h4> <p><span style="font-size: 18pt;">Experiments, Jobs, Runs, Datasets</span></p> <p><span style="font-size: 18pt;">Tracking Models, Versions, Artifacts</span></p> <p><span style="font-size: 18pt;">Tracking Parameters, Metrics, Predictions, Artifacts</span></p> <p><span style="font-size: 18pt;">LLM Tracking, Interactions</span></p> <h4><span style="font-size: 18pt;"><b>Lineage &amp; Pipeline Analysis</b></span></h4> <p><span style="font-size: 18pt;">Data sources, Data sinks</span></p> <p><span style="font-size: 18pt;">Map, Topology of Streams</span></p> <p>&nbsp;</p> <p><span style="font-size: 18pt;"><b>ALERT  AI </b></span></p> <p><span style="font-size: 18pt;">Interoperable end-to-end security solution to help enhance, optimize, manage security of “Generative AI and AI  in Business applications and workflows” against potential adversaries, model vulnerabilities, privacy, copyright and legal exposures, sensitive information leaks, Intelligence and data exfiltration, infiltration at training and inference, integrity attacks in AI applications, anomalies detection and enhanced visibility in AI pipelines. forensics, audit,AI  governance in AI footprint.</span></p> </div> </div> <div class="wbc-heading clearfix"><h3 class="special-heading-3" style="font-size:25px;">Why Alert AI?</h3></div> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <p><span style="font-size: 18pt;">Alert AI  provides end-to-end, interoperable, easy to deploy and manage security integration to address security and risks in Generative AI &amp; AI applications.</span></p> <p><span style="font-size: 18pt;">Alert AI  help Organizations to Enhance, Optimize, Manage security of Generative AI applications in Business workflows.</span></p> <p>&nbsp;</p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1649 size-full" src="https://alertai.com/wp-content/uploads/2024/08/Services_AertAi_genai_stack1.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="960" height="540" srcset="https://alertai.com/wp-content/uploads/2024/08/Services_AertAi_genai_stack1.jpg 960w, https://alertai.com/wp-content/uploads/2024/08/Services_AertAi_genai_stack1-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/Services_AertAi_genai_stack1-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/Services_AertAi_genai_stack1-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/Services_AertAi_genai_stack1-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/Services_AertAi_genai_stack1-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/Services_AertAi_genai_stack1-800x450.jpg 800w" sizes="(max-width: 960px) 100vw, 960px" /></p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1617 size-full" src="https://alertai.com/wp-content/uploads/2024/08/Services_AlertAI_feature_block_diagram.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="960" height="540" srcset="https://alertai.com/wp-content/uploads/2024/08/Services_AlertAI_feature_block_diagram.jpg 960w, https://alertai.com/wp-content/uploads/2024/08/Services_AlertAI_feature_block_diagram-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/Services_AlertAI_feature_block_diagram-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/Services_AlertAI_feature_block_diagram-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/Services_AlertAI_feature_block_diagram-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/Services_AlertAI_feature_block_diagram-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/Services_AlertAI_feature_block_diagram-800x450.jpg 800w" sizes="(max-width: 960px) 100vw, 960px" /></p> <p><span style="font-size: 18pt;"><strong>About Alert AI</strong></span></p> <ul> <li><span style="font-size: 18pt;">Easy to deploy and manage Generative AI application security integration</span></li> <li><span style="font-size: 18pt;">Protection for Generative AI attack vector and vulnerabilities</span></li> <li><span style="font-size: 18pt;">Intelligence loss prevention</span></li> <li><span style="font-size: 18pt;">Domain-specific security guardrails</span></li> <li><span style="font-size: 18pt;">Eliminates Security blind spots of Gen AI Application for InfoSec team</span></li> <li><span style="font-size: 18pt;">Seamless integration with Gen AI  service platforms AWS Bedrock, Azure OpenAI, NVidia DGX, Google Vertex AI.  Industry leading Foundation models</span></li> <li><span style="font-size: 18pt;">AWS Bedrock, Azure Gen AI, Nvidia DGX, Google</span></li> <li><span style="font-size: 18pt;">and Industry leading Foundation Models AWS Amazon Titan, Anthropic Claude,  Nvidia Nemotron, Cohere Command, Google Gemini, IBM Granite,Microsoft Phi, Mistral AI, OpenAI GPT-4</span></li> </ul> <h4><span style="font-size: 18pt;">Coverage and Features</span></h4> <ul> <li><span style="font-size: 18pt;">Alerts and Threat detection in AI footprint</span></li> <li><span style="font-size: 18pt;">LLM &amp; Model Vulnerabilities Alerts</span></li> <li><span style="font-size: 18pt;">Adversarial ML  Alerts</span></li> <li><span style="font-size: 18pt;">Prompt, response security and Usage Alerts</span></li> <li><span style="font-size: 18pt;">Sensitive content detection Alerts</span></li> <li><span style="font-size: 18pt;">Privacy, Copyright and Legal Alerts</span></li> <li><span style="font-size: 18pt;">AI application Integrity Threats Detection</span></li> <li><span style="font-size: 18pt;">Training, Evaluation, Inference Alerts</span></li> <li><span style="font-size: 18pt;">AI visibility, Tracking &amp; Lineage Analysis Alerts</span></li> <li><span style="font-size: 18pt;">Pipeline analytics Alerts</span></li> <li><span style="font-size: 18pt;">Feedback loop</span></li> <li><span style="font-size: 18pt;">AI Forensics</span></li> <li><span style="font-size: 18pt;">Compliance Reports</span></li> <li><span style="font-size: 18pt;">Domain specific LLM security guardrails</span></li> </ul> <h3><span style="font-size: 18pt;">Generative AI security guardrails</span></h3> <h4><span style="font-size: 18pt;">Danger, warning,  caution,  notices, recommendations</span></h4> <p><span style="font-size: 18pt;">Enhance, Optimize, Manage security of generative AI applications using Alert AI services.</span></p> <p>&nbsp;</p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1891 size-full" src="https://alertai.com/wp-content/uploads/2024/08/ai-security-posture1.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="960" height="540" srcset="https://alertai.com/wp-content/uploads/2024/08/ai-security-posture1.jpg 960w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture1-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture1-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture1-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture1-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture1-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture1-800x450.jpg 800w" sizes="(max-width: 960px) 100vw, 960px" /><img loading="lazy" decoding="async" class="alignnone wp-image-1892 size-full" src="https://alertai.com/wp-content/uploads/2024/08/ai-security-posture2.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="960" height="540" srcset="https://alertai.com/wp-content/uploads/2024/08/ai-security-posture2.jpg 960w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture2-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture2-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture2-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture2-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture2-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture2-800x450.jpg 800w" sizes="(max-width: 960px) 100vw, 960px" /><img loading="lazy" decoding="async" class="alignnone wp-image-1893 size-full" src="https://alertai.com/wp-content/uploads/2024/08/ai-security-posture3.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="960" height="540" srcset="https://alertai.com/wp-content/uploads/2024/08/ai-security-posture3.jpg 960w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture3-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture3-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture3-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture3-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture3-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/ai-security-posture3-800x450.jpg 800w" sizes="(max-width: 960px) 100vw, 960px" /></p> <p>&nbsp;</p> <p><span style="font-size: 18pt;">At ALERT AI, We are developing integrations and models to secure Generative AI &amp; AI workflows in Business applications, and domain specific security guardrails. With over 100+ integrations and thousands of  detections,  the easy to deploy and manage security platform seamlessly integrates AI workflows across Business applications and environments.</span></p> <p>&nbsp;</p> <h3><span style="font-size: 18pt;"><strong>Eliminate security Blind-spots</strong></span></h3> <h3><span style="font-size: 18pt;">The New Smoke Screen and AI Security Posture</span></h3> <p><span style="font-size: 18pt;">Generative AI introduce a host of new Attack vectors and threats escape current firewalls.</span></p> <p><span style="font-size: 18pt;">Security solutions like Alert AI can help with current pain point of Breaking the glass ceiling, bridging link between</span></p> <p><span style="font-size: 18pt;">MLops  and  Information Security operations teams. Having right tools in hands &#8230;</span></p> <p><span style="font-size: 18pt;">Information security  engineers and teams can enforce right Security Posture for AI development across the Organizations  and see through that smoke screen early-on, spot issues, before production.</span></p> </div> </div> </div> </div> </div> <div class="wpb_column vc_column_container vc_col-sm-12 vc_col-md-3 "><div class="vc_column-inner " > <div class="wpb_wrapper"> <div class="wbc-heading clearfix"><h3 class="special-heading-3" style="font-size:25px;">Enhance, Optimize, Manage</h3></div> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <p><span style="font-size: 14pt;">Enhance, Optimize, Manage security of Generative AI applications using Alert AI  security integration.</span></p> <p><span style="font-size: 14pt;">Alert AI seamlessly integrates with Generative AI platform of your choice.</span></p> <p><span style="font-size: 14pt;">Alert AI enables end-to-end security and privacy, intelligence security, detects vulnerabilities, application integrity risks with domain-specific security guardrails for Generative AI applications in Business workflows.</span></p> </div> </div> <div class="wbc-heading clearfix"><h3 class="special-heading-3" style="font-size:25px;">Use case Description</h3></div> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <p><span style="font-size: 14pt;">Develop Automated report generation of Operation insights using</span></p> <ul> <li><span style="font-size: 14pt;">Generative AI managed services like Amazon Bedrock, Azure OpenAI, Nvidia DGX, Vertex AI  to experiment and evaluate industry leading FMs.</span></li> <li><span style="font-size: 14pt;">Customization with data, fine-tuning and Retrieval Augmented Generation (RAG) and agents that execute tasks using organizations data sources.</span></li> </ul> <p><span style="font-size: 14pt;">Security Optimization using</span></p> <ul> <li><span style="font-size: 14pt;">Alert AI integration.</span></li> <li><span style="font-size: 14pt;">Enhance, Optimize, Manage Generative AI application security using Alert AI</span></li> </ul> </div> </div> <a style="font-size:14px;width:170px;margin-left:0px;padding-bottom:16px;padding-top:16px;" class="wbc-button button btn-primary no-hover" href="#contact" target="_self" >Join Demo</a><div class="vc_empty_space" style="height: 30px"><span class="vc_empty_space_inner"></span></div> </div> </div> </div> </div></div></div> </div> </div><!-- ./page-content --> <!-- END Main --> </div> <a class="wbc-page-nav wbc-page-nav-floating wbc-next-link wbc-has-image" href="https://alertai.com/generative-ai-security-llm-security-models-risks/generative-ai-llm-ai-models-in-banking-finance-security-vulnerabilities-privacy-new/"><span class="wbc-page-nav-icon"><i class="fa fa-angle-right"></i></span><span class="wbc-nav-wrap"><span class="wbc-nav-content"><span class="wbc-nav-image"><img width="150" height="150" src="https://alertai.com/wp-content/uploads/2015/04/iStock-banking-finance-industry-150x150.jpg" class="attachment-thumbnail size-thumbnail wp-post-image" alt="Generative AI in Banking and Financial services" decoding="async" srcset="https://alertai.com/wp-content/uploads/2015/04/iStock-banking-finance-industry-150x150.jpg 150w, https://alertai.com/wp-content/uploads/2015/04/iStock-banking-finance-industry-500x500.jpg 500w, https://alertai.com/wp-content/uploads/2015/04/iStock-banking-finance-industry-1000x1000.jpg 1000w" sizes="(max-width: 150px) 100vw, 150px" /></span><span class="wbc-nav-title">Banking and Financial services</span></span></span></a><div class="wbc-nav-row-1"><div class="container"><div class="row"><div class="col-12"><div class="wbc-page-nav wbc-next-link"><span>NEXT</span><h4 class="entry-title wbc-nav-title"><a href="https://alertai.com/generative-ai-security-llm-security-models-risks/generative-ai-llm-ai-models-in-banking-finance-security-vulnerabilities-privacy-new/">Banking and Financial services</a></h4></div></div></div></div></div><div class="wpb-content-wrapper"><div class="lnkdn_buttons"><div class="lnkdn-share-button"> <script type="IN/Share" data-url="https://alertai.com/wbc-reuseables/about-alert-ai/" data-counter=""></script> </div><div class="lnkdn-follow-button"> <script type="IN/FollowCompany" data-id="104405749" data-counter="right"></script> </div></div><div class="vc_row wpb_row "> <div class="wpb_column vc_column_container vc_col-sm-12 "><div class="vc_column-inner " > <div class="wpb_wrapper"> </div> </div> </div> </div><div id="wbc-67465e3a3a12f" class="vc_row wpb_row full-width-section"><div class="container"><div class="row row-inner"> <div class="wpb_column vc_column_container vc_col-sm-12 "><div class="vc_column-inner " > <div class="wpb_wrapper"> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <h3><span style="font-size: 18pt; color: #333333;"><b>Alert AI</b></span></h3> <p><span style="font-size: 18pt; color: #333333;">Alert AI is end-to-end, Interoperable Generative AI security platform to help enhance security of Generative AI applications and workflows against potential adversaries, model vulnerabilities, privacy, copyright and legal exposures, sensitive information leaks, Intelligence and data exfiltration, infiltration at training and inference, integrity attacks in AI applications, anomalies detection and enhanced visibility in AI pipelines. forensics, audit,AI  governance in AI footprint.</span></p> <h2><span style="font-size: 18pt; color: #333333;"><b>Alert AI</b> Generative AI security platform</span></h2> <p><span style="font-size: 18pt; color: #333333;">What is at stake AI &amp; Gen AI in Business? We are addressing exactly that.</span></p> <p><span style="font-size: 18pt; color: #333333;">Generative AI security solution for Healthcare, Insurance, Retail, Banking, Finance, Life Sciences, Manufacturing.</span></p> <p><span style="font-size: 18pt; color: #333333;">Despite the Security challenges, the promise of Generative AI is enormous.</span></p> <p><span style="font-size: 18pt; color: #333333;">We are committed to enhance the security of Generative AI applications and workflows in industries and enterprises to reap the benefits .</span></p> <h3><span style="font-size: 18pt; color: #333333;"><strong>Alert AI Generative AI Security Services</strong></span></h3> <p>&nbsp;</p> <p>&nbsp;</p> <p>&nbsp;</p> <p><span style="font-size: 18pt; color: #333333;"><img loading="lazy" decoding="async" class="alignnone wp-image-1812 size-full" src="https://alertai.com/wp-content/uploads/2024/08/genai-risks-alertai.jpg" alt="ALERT AI Generative AI Security platform, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI " width="708" height="1277" srcset="https://alertai.com/wp-content/uploads/2024/08/genai-risks-alertai.jpg 708w, https://alertai.com/wp-content/uploads/2024/08/genai-risks-alertai-166x300.jpg 166w, https://alertai.com/wp-content/uploads/2024/08/genai-risks-alertai-568x1024.jpg 568w, https://alertai.com/wp-content/uploads/2024/08/genai-risks-alertai-320x577.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/genai-risks-alertai-480x866.jpg 480w" sizes="(max-width: 708px) 100vw, 708px" /></span></p> <p>&nbsp;</p> <h3><span style="font-size: 18pt; color: #333333;"><b>Alert AI  360 view and Detections</b></span></h3> <ul> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Alerts and Threat detection in AI footprint</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">LLM &amp; Model Vulnerabilities Alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Adversarial ML  Alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Prompt, response security and Usage Alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Sensitive content detection Alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Privacy, Copyright and Legal Alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">AI application Integrity Threats Detection</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Training, Evaluation, Inference Alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">AI visibility, Tracking &amp; Lineage Analysis Alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Pipeline analytics Alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Feedback loop</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">AI Forensics</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Compliance Reports</span></li> </ul> <p>&nbsp;</p> <h3><span style="font-size: 18pt; color: #333333;">End-to-End GenAI Security</span></h3> <ul> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Data alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Model alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Pipeline alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Evaluation alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Training alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Inference alerts</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Model Vulnerabilities</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Llm vulnerabilities</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Privacy</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Threats</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Resources</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Environments</span></li> <li aria-level="1"><span style="font-size: 18pt; color: #333333;">Governance and compliance</span></li> </ul> <p>&nbsp;</p> <h3><span style="font-size: 18pt; color: #333333;"><strong>Enhace, Optimize, Manage Generative AI security of Business applications</strong></span></h3> <ul> <li><span style="font-size: 18pt; color: #333333;">Manage LLM, Model, Pipeline, Prompt Vulnerabilities</span></li> <li><span style="font-size: 18pt; color: #333333;">Enhance Privacy</span></li> <li><span style="font-size: 18pt; color: #333333;">Ensure integrity</span></li> <li><span style="font-size: 18pt; color: #333333;">Optimize domain-specific security guardrails</span></li> <li><span style="font-size: 18pt; color: #333333;">Discover Rogue pipelines, models, Rogue prompts</span></li> <li><span style="font-size: 18pt; color: #333333;">Block Hallucination and Misinformation attack</span></li> <li><span style="font-size: 18pt; color: #333333;">Block prompts harmful Content Generation</span></li> <li><span style="font-size: 18pt; color: #333333;">Block Prompt Injection</span></li> <li><span style="font-size: 18pt; color: #333333;">Detect robustness risks,  perturbation attacks</span></li> <li><span style="font-size: 18pt; color: #333333;">Detect output re-formatting attacks</span></li> <li><span style="font-size: 18pt; color: #333333;">Stop information disclosure attacks</span></li> <li><span style="font-size: 18pt; color: #333333;">Track to source of origin training Data</span></li> <li><span style="font-size: 18pt; color: #333333;">Detect Anomalous behaviors</span></li> <li><span style="font-size: 18pt; color: #333333;">Zero-trust LLM&#8217;s</span></li> <li><span style="font-size: 18pt; color: #333333;">Data protect GenAI applications</span></li> <li><span style="font-size: 18pt; color: #333333;">Secure access to tokenizers</span></li> <li><span style="font-size: 18pt; color: #333333;">Prompt Intelligence Loss prevention</span></li> <li><span style="font-size: 18pt; color: #333333;">Enable domain-specific policies, guardrails</span></li> <li><span style="font-size: 18pt; color: #333333;">Get Recommendations</span></li> <li><span style="font-size: 18pt; color: #333333;">Review issues</span></li> <li><span style="font-size: 18pt; color: #333333;">Forward  AI incidents to SIEM</span></li> <li><span style="font-size: 18pt; color: #333333;">Audit reports &#8212; AI Forensics</span></li> <li><span style="font-size: 18pt; color: #333333;">Findings, Sources, Posture Management.</span></li> <li><span style="font-size: 18pt; color: #333333;">Detect and Block Data leakage breaches</span></li> <li><span style="font-size: 18pt; color: #333333;">Secure access with Managed identities</span></li> </ul> <p>&nbsp;</p> <h3><span style="font-size: 18pt; color: #333333;">Security Culture of 360 | Embracing Change.</span></h3> <h3></h3> <p><span style="font-size: 18pt; color: #333333;">In the shifting paradigm of Business heralded by rise of Generative AI ..</span></p> <p><span style="font-size: 18pt; color: #333333;">360 is culture that emphasizes security in the time of great transformation.</span></p> <p><span style="font-size: 18pt; color: #333333;">Our commitment to our customers is represented by our culture of 360.</span></p> <p><span style="font-size: 18pt; color: #333333;">Organizations need to responsibly assess and enhance the security of their AI environments development, staging, production for Generative AI applications and Workflows in Business.</span></p> <p><span style="font-size: 18pt; color: #333333;">Despite the Security challenges, the promise of Generative AI is enormous.</span></p> <p><span style="font-size: 18pt; color: #333333;">We are committed to enhance the security of Generative AI applications and workflows in industries and enterprises to reap the benefits.</span></p> <p><span style="font-size: 18pt; color: #333333;"><a style="color: #333333;" href="https://alertai.com/llm-generative-ai-security">Home</a>  <a style="color: #333333;" href="https://alertai.com/llm-security-generative-ai-security-model-vulnerabilities-privacy-trust-threats/">Services</a>  <a style="color: #333333;" href="https://alertai.com/llm-security-generative-ai-security-vulnerabilities-privacy-model-risks">Resources</a>  <a style="color: #333333;" href="https://alertai.com/#industries">Industries</a></span></p> </div> </div> </div> </div> </div> </div></div></div> </div><div class="wpb-content-wrapper"><div class="lnkdn_buttons"><div class="lnkdn-share-button"> <script type="IN/Share" data-url="https://alertai.com/wbc-reuseables/customer-testimonials/" data-counter=""></script> </div><div class="lnkdn-follow-button"> <script type="IN/FollowCompany" data-id="104405749" data-counter="right"></script> </div></div><div id="wbc-67465e3a3b829" class="vc_row wpb_row full-width-section" style="background-color:#ffffff;padding-top: 100px;padding-bottom: 100px;"> <div class="wpb_column vc_column_container vc_col-sm-12 "><div class="vc_column-inner " style="padding-top: 30px;"> <div class="wpb_wrapper"> <div class="wbc-heading clearfix"><h4 class="special-heading-3" style="font-size:25px;color:#000000;text-align:center;margin-bottom:0px;">READ FROM INDUSTRY</h4></div><div class="wbc-heading clearfix"><h3 class="special-heading-3" style="font-size:40px;color:#000000;text-align:center;margin-bottom:0px;">OUR <span class="wbc-color" style="color:#ff6632;">TESTIMONIALS</span></h3></div><hr class="wbc-hr" style="background-color:#ff6632;width:85px;height:5px;" /><div class="wbc-heading clearfix"><div class="default-heading" style="font-size:20px;text-align:center;margin-bottom:45px;margin-right:auto;margin-left:auto;max-width:750px;">According our Customers, <span class="wbc-color" >We make difference</span></div></div><div class="vc_row wpb_row vc_inner vc_row-fluid"><div class="wpb_column vc_column_container vc_col-sm-8 vc_col-sm-offset-2"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="wbc-color-box clearfix" style="background-color:rgba(255,255,255,0.03);color:#000000;padding-bottom:40px;padding-right:60px;padding-top:60px;padding-left:60px;"><div class="wbc-color-box-content"><div class="wbc-testimonial-wrap"><div class="wbc-testimonail-carousel" data-item-height="variable" data-item-speed="7000" ><div><div class="wbc-testimonial"><span class="testimonial-message">``Alert AI is <span class="wbc-color" >end to end</span> Gen AI security solution. Our clients want a consolidate platform for security of all AI applications in all environments. Easy on-boarding even into a private region of cloud. Easy integration.``</span><img loading="lazy" decoding="async" width="150" height="150" src="https://alertai.com/wp-content/uploads/2024/08/Nat-Profile-Pic-150x150.jpg" class="attachment-thumbnail size-thumbnail" alt="Nat-Profile-Pic" srcset="https://alertai.com/wp-content/uploads/2024/08/Nat-Profile-Pic-150x150.jpg 150w, https://alertai.com/wp-content/uploads/2024/08/Nat-Profile-Pic-500x500.jpg 500w" sizes="(max-width: 150px) 100vw, 150px" /><div class="testimonial-info"><div class="testimonial-name">Natarajan Ramanathan</div><small>Enterprise Gen AI security solutions architect | Retail, Pharma, Insurance Industries</small></div></div></div><div><div class="wbc-testimonial"><span class="testimonial-message">``Working with Alert AI has been an absolute pleasure. Their team of skilled professionals is not only knowledgeable in AI and <span class="wbc-color" >LLM security</span> but also dedicated to providing <span class="wbc-color" >top-notch POC and solution architecture</span>. They took the time to <span class="wbc-color" >integrations with our stack</span> and security solution exceeded our expectations.”</span><img loading="lazy" decoding="async" width="128" height="128" src="https://alertai.com/wp-content/uploads/2024/08/nothondo.jpg" class="attachment-thumbnail size-thumbnail" alt="nothondo" /><div class="testimonial-info"><div class="testimonial-name">Nothando Ndlovu</div><small>Cloud Solutions Enginer, |Dev Sec Ops|</small></div></div></div><div><div class="wbc-testimonial"><span class="testimonial-message">``Alert AI has been a game-changer in securing GenAI workflows and large language models. Their expertise in AI security and detections <span class="wbc-color" >ensures our LLMs are protected against emerging threats</span>, providing us with <span class="wbc-color" >peace of mind</span>. The innovative solutions and proactive approach from Alert AI have significantly strengthened our AI infrastructure, making them an invaluable partner in our journey ahead safe and <span class="wbc-color" >secure AI deployment</span>.``</span><img loading="lazy" decoding="async" width="150" height="150" src="https://alertai.com/wp-content/uploads/2024/08/Anjali-150x150.png" class="attachment-thumbnail size-thumbnail" alt="Anjali" /><div class="testimonial-info"><div class="testimonial-name">Anjali Krishna Gopi</div><small>Senior Enterprise AI architect, Genpact</small></div></div></div><div><div class="wbc-testimonial"><span class="testimonial-message">``AI threats are the threats of a multi-fronts.``</span><img loading="lazy" decoding="async" width="150" height="150" src="https://alertai.com/wp-content/uploads/2024/08/cropped-orange-black-removebg-preview-150x150.png" class="attachment-thumbnail size-thumbnail" alt="cropped-orange-black-removebg-preview.png" srcset="https://alertai.com/wp-content/uploads/2024/08/cropped-orange-black-removebg-preview-150x150.png 150w, https://alertai.com/wp-content/uploads/2024/08/cropped-orange-black-removebg-preview-300x300.png 300w, https://alertai.com/wp-content/uploads/2024/08/cropped-orange-black-removebg-preview-500x500.png 500w, https://alertai.com/wp-content/uploads/2024/08/cropped-orange-black-removebg-preview-320x320.png 320w, https://alertai.com/wp-content/uploads/2024/08/cropped-orange-black-removebg-preview-480x480.png 480w, https://alertai.com/wp-content/uploads/2024/08/cropped-orange-black-removebg-preview-270x270.png 270w, https://alertai.com/wp-content/uploads/2024/08/cropped-orange-black-removebg-preview-192x192.png 192w, https://alertai.com/wp-content/uploads/2024/08/cropped-orange-black-removebg-preview-180x180.png 180w, https://alertai.com/wp-content/uploads/2024/08/cropped-orange-black-removebg-preview-32x32.png 32w, https://alertai.com/wp-content/uploads/2024/08/cropped-orange-black-removebg-preview.png 512w" sizes="(max-width: 150px) 100vw, 150px" /><div class="testimonial-info"><div class="testimonial-name">Srini Mommileti <span class="wbc-color" >CEO, Alert AI</span></div><small>Ex Palo Altow Networks, Ex Gigamon</small></div></div></div><div><div class="wbc-testimonial"><span class="testimonial-message">“Security is our top concern and is our top priority. We are looking for tools for our AI workloads. Alert AI has everything <span class="wbc-color" >Risk analysis, Threats, Vulnerabilities, Compliance, Assets and Data Protection</span>. Having managed service with support that runs in our cloud is wonderful.``</span><img loading="lazy" decoding="async" width="150" height="150" src="https://alertai.com/wp-content/uploads/2015/04/taxi-portfolio-six-1-e1723141055245-150x150.jpg" class="attachment-thumbnail size-thumbnail" alt="taxi-portfolio-six" srcset="https://alertai.com/wp-content/uploads/2015/04/taxi-portfolio-six-1-e1723141055245-150x150.jpg 150w, https://alertai.com/wp-content/uploads/2015/04/taxi-portfolio-six-1-e1723141055245-300x300.jpg 300w, https://alertai.com/wp-content/uploads/2015/04/taxi-portfolio-six-1-e1723141055245-320x320.jpg 320w, https://alertai.com/wp-content/uploads/2015/04/taxi-portfolio-six-1-e1723141055245-480x480.jpg 480w, https://alertai.com/wp-content/uploads/2015/04/taxi-portfolio-six-1-e1723141055245.jpg 500w" sizes="(max-width: 150px) 100vw, 150px" /><div class="testimonial-info"><div class="testimonial-name">Senior Director <span class="wbc-color" >Security Operations</span></div><small>Leading Pharma client</small></div></div></div><div><div class="wbc-testimonial"><span class="testimonial-message">``Our team consists of security engineers, AI researchers. The moment we saw our hospital systems attacked by bad actors and forced to close, we quit our jobs to start Alert AI. We seek to work with exceptional people who make impact protect customers``</span><img loading="lazy" decoding="async" width="150" height="150" src="https://alertai.com/wp-content/uploads/2024/08/orange-black-removebg-preview-150x150.png" class="attachment-thumbnail size-thumbnail" alt="orange-black-removebg-preview" srcset="https://alertai.com/wp-content/uploads/2024/08/orange-black-removebg-preview-150x150.png 150w, https://alertai.com/wp-content/uploads/2024/08/orange-black-removebg-preview-300x300.png 300w, https://alertai.com/wp-content/uploads/2024/08/orange-black-removebg-preview-320x320.png 320w, https://alertai.com/wp-content/uploads/2024/08/orange-black-removebg-preview-480x480.png 480w, https://alertai.com/wp-content/uploads/2024/08/orange-black-removebg-preview.png 500w" sizes="(max-width: 150px) 100vw, 150px" /><div class="testimonial-info"><div class="testimonial-name">Srini Mommileti <span class="wbc-color" >CEO, Alert AI</span></div><small>Ex Palo Alto Networks, Ex Gigamon</small></div></div></div><div><div class="wbc-testimonial"><span class="testimonial-message">``Game Changers...``</span><img loading="lazy" decoding="async" width="150" height="150" src="https://alertai.com/wp-content/uploads/2015/12/taxi-blog-slide-two-1-150x150.jpg" class="attachment-thumbnail size-thumbnail" alt="taxi-blog-slide-two" srcset="https://alertai.com/wp-content/uploads/2015/12/taxi-blog-slide-two-1-150x150.jpg 150w, https://alertai.com/wp-content/uploads/2015/12/taxi-blog-slide-two-1-500x500.jpg 500w, https://alertai.com/wp-content/uploads/2015/12/taxi-blog-slide-two-1-1000x1000.jpg 1000w" sizes="(max-width: 150px) 100vw, 150px" /><div class="testimonial-info"><div class="testimonial-name">Security Engineer</div><small>Retail Industry</small></div></div></div><div><div class="wbc-testimonial"><span class="testimonial-message">``AI attacks would lead to major Enterprise fallout if you are complacent and don't act``</span><img loading="lazy" decoding="async" width="150" height="150" src="https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-150x150.png" class="attachment-thumbnail size-thumbnail" alt="GOLD TEXT 1.2" srcset="https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-150x150.png 150w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-300x300.png 300w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-1024x1024.png 1024w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-768x768.png 768w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-1536x1536.png 1536w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-500x500.png 500w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-1000x1000.png 1000w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-1140x1139.png 1140w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-848x848.png 848w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-320x320.png 320w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-480x480.png 480w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2-800x800.png 800w, https://alertai.com/wp-content/uploads/2024/06/GOLD-TEXT-1.2.png 2001w" sizes="(max-width: 150px) 100vw, 150px" /><div class="testimonial-info"><div class="testimonial-name">Srini Mommileti <span class="wbc-color" >CEO ,Alert AI</span></div><small>Ex Palo Alto Networks,Ex Gigamon</small></div></div></div><div><div class="wbc-testimonial"><span class="testimonial-message">“Bad actors wouldn't tell how or when they might strike.”</span><img loading="lazy" decoding="async" width="150" height="150" src="https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-150x150.png" class="attachment-thumbnail size-thumbnail" alt="ALERT AI 2 WHITE BACKGROUND" srcset="https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-150x150.png 150w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-300x300.png 300w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-1024x1024.png 1024w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-768x768.png 768w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-1536x1536.png 1536w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-500x500.png 500w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-1000x1000.png 1000w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-1140x1140.png 1140w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-848x848.png 848w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-320x320.png 320w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-480x480.png 480w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND-800x800.png 800w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-2-WHITE-BACKGROUND.png 2001w" sizes="(max-width: 150px) 100vw, 150px" /><div class="testimonial-info"><div class="testimonial-name">Srini Mommileti <span class="wbc-color" >CEO ,Alert AI</span></div><small>Ex Palo Alto Networks, Ex Gigamon</small></div></div></div><div><div class="wbc-testimonial"><span class="testimonial-message">“We are in a world growing increasingly more dangerous..<br /> Threat actors strike and steal intelligence, seize and derail operations..``</span><img loading="lazy" decoding="async" width="150" height="150" src="https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-150x150.png" class="attachment-thumbnail size-thumbnail" alt="ALERT AI 3 WHITE BACKGROUND" srcset="https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-150x150.png 150w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-300x300.png 300w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-1024x1024.png 1024w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-768x768.png 768w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-1536x1536.png 1536w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-500x500.png 500w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-1000x1000.png 1000w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-1140x1140.png 1140w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-848x848.png 848w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-320x320.png 320w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-480x480.png 480w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND-800x800.png 800w, https://alertai.com/wp-content/uploads/2024/06/ALERT-AI-3-WHITE-BACKGROUND.png 2001w" sizes="(max-width: 150px) 100vw, 150px" /><div class="testimonial-info"><div class="testimonial-name">Srini Mommileti <span class="wbc-color" >CEO ,Alert AI</span></div><small>Ex Palo Alto Networks,Ex Gigamon</small></div></div></div></div><div class="wbc-testimonial-nav"><a href="#" class="wbc-arrow-buttons carousel-prev button btn-primary"><i class="fa fa-angle-left"></i></a><a href="#" class="wbc-arrow-buttons carousel-next button btn-primary"><i class="fa fa-angle-right"></i></a></div></div></div></div></div></div></div></div> </div> </div> </div> </div><div id="wbc-67465e3a422e2" class="vc_row wpb_row full-width-section" style="padding-top: 60px;padding-bottom: 60px;"><span class="anchor-link" id="contact"></span><div class="container"><div class="row row-inner"> <div class="wpb_column vc_column_container vc_col-sm-12 "><div class="vc_column-inner " > <div class="wpb_wrapper"> <div class="wbc-heading clearfix"><h4 class="special-heading-3" style="font-size:25px;text-align:center;margin-bottom:0px;">SEND US A MESSAGE</h4></div><div class="wbc-heading clearfix"><h3 class="special-heading-3" style="font-size:40px;text-align:center;margin-bottom:0px;"><span class="wbc-color" >CONTACT</span> US</h3></div><hr class="wbc-hr" style="background-color:#ff6632;width:85px;height:5px;" /><div class="wbc-heading clearfix"><div class="default-heading" style="font-size:20px;text-align:center;margin-bottom:37px;margin-right:auto;margin-left:auto;max-width:750px;">We are seeking to work with exceptional people who adopt, drive change. 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class="textwidget"><p>Alert AI is interoperable, end-to-end security platform for Generative AI applications and workflows in Insurance, Banking &amp; Financial services, Retail, Healthcare, Pharma, Energy, Manufacturing, Government.</p> <p>With over 100+ integrations, thousands of detections,  easy to deploy and manage services  Alert AI seamlessly integrates to provide 360 degrees Visibility, Vulnerability management, Adversarial threat detection , Privacy, Integrity, Trust, AI risks in Business.</p> <p>Enhance, Optimize, Manage security of Generative AI applications with Alert AI domain-specific security guardrails.</p> </div> </div><div class="widget widget_block"><div class="lnkdn_buttons"><div class="lnkdn-share-button"> <script type="IN/Share" data-url="https://alertai.com/generative-ai-security-llm-security-models-risks/llms-generative-ai-in-healthcare-privacy-security-vulnerabilities/" data-counter=""></script> </div><div class="lnkdn-follow-button"> <script 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