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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 & 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 & 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 & 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.  [/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 & 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    [/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.        [/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    [/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  [/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.      [/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 & LLM attacks, Indicators of Attack, Indicators of Compromise, Threat modelling, Feature extraction,Metrics, Events, Logs, Trace data, Anomaly detection Alerts.  [/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 & 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" 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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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href="https://alertai.com">Home</a></li><li>Life Sciences</li></ul></div></div>  <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/security-generative-ai-llms-life-sciences-drug-discovery-research/" 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-67415b7670a3a" class="vc_row wpb_row full-width-section" style="margin-top: 50px;"><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"><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:36px;"><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" > Life Sciences Companies</span></h3></div> </div> </div> </div> </div></div></div><div id="wbc-67415b767192e" 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="2560" height="1920" src="https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-scaled.jpg" class="attachment-full size-full wp-post-image" alt="GEN AI security, Generative AI security,Security for Generative AI AI,LLM security,Model security,Prompt security,RAG security, GenAI risks,GenAI vulnerabilities, AI governance, AI privacy, AI compliance" srcset="https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-scaled.jpg 2560w, https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-300x225.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-1024x768.jpg 1024w, https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-768x576.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-1536x1152.jpg 1536w, https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-2048x1536.jpg 2048w, https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-1140x855.jpg 1140w, https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-848x636.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-320x240.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-480x360.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-800x600.jpg 800w" sizes="(max-width: 2560px) 100vw, 2560px" /> <div class="item-link-overlay"></div> <div class="wbc-extra-links"> <a data-fancybox title="GenAI security GenAI risks" href="https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-scaled.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>Introduction</h3> <p> </p> <p>Generative AI Use cases for Life Sciences companies</p> <ul> <li>BioMolecular dynamics</li> <li>Creation of new proteins and therapeutics</li> <li>Drug Discovery and Protein Engineering</li> <li>Genomics research</li> </ul> <p> </p> <p>The large language models (LLMs) that understand biology and chemistry, proteins, small molecules, DNA, and biomedical text are GenAI pipelines for these use cases.</p> <p>Some of Generative AI models</p> <ul> <li>AlphaFold2: developed by DeepMind and already used by over a million researchers.</li> <li>DiffDock: model predicts the 3D orientation and docking interaction of small molecules with high accuracy and computational efficiency</li> <li>ESMFold: protein structure prediction model</li> <li>ESM2: This protein language model</li> <li>MoFlow: generative chemistry model used for molecular optimization and small molecule generation</li> <li>ProtGPT-2: This language model generates novel protein sequences</li> </ul> <p> </p> <p> </p> <h3><b>Impact of Generative AI applications in Life Sciences industry<br /> </b></h3> <p><img decoding="async" class="alignnone wp-image-1595 size-full" src="https://alertai.com/wp-content/uploads/2024/08/landing-image-healthcare.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="1920" height="1080" srcset="https://alertai.com/wp-content/uploads/2024/08/landing-image-healthcare.jpg 1920w, https://alertai.com/wp-content/uploads/2024/08/landing-image-healthcare-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/landing-image-healthcare-1024x576.jpg 1024w, https://alertai.com/wp-content/uploads/2024/08/landing-image-healthcare-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/landing-image-healthcare-1536x864.jpg 1536w, https://alertai.com/wp-content/uploads/2024/08/landing-image-healthcare-1140x641.jpg 1140w, https://alertai.com/wp-content/uploads/2024/08/landing-image-healthcare-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/landing-image-healthcare-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/landing-image-healthcare-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/landing-image-healthcare-800x450.jpg 800w" sizes="(max-width: 1920px) 100vw, 1920px" /></p> <p>Generative AI applications, pipelines, workflows can significantly enhance the Life Sciences companies in R & D opportunities and new Drug discovery modela, particularly when integrating clinical trials and research as well.</p> <p> </p> <h3><strong>Main Components of Generative AI Application Workflow</strong></h3> <p>Automated Prescription Processing</p> <h4>User query</h4> <p>Transforming a natural language prompt into executable</p> <ul> <li>AWS lambda function</li> <li>Azure functions</li> <li>Python code</li> <li>Kubernetes job</li> </ul> <h4>Analytics Application</h4> <ul> <li>SQL generation for data retrieval</li> <li>Spark Query, Flink, Beam etc OR</li> <li>AWS EMR</li> <li>Azure HD</li> <li>Google Dataflow</li> </ul> <p> </p> <h4>Interactive Response Context</h4> <ul> <li>Multiple questions and answers in a Session</li> <li>Session</li> <li>Dialogs</li> <li>Session Context</li> <li>Active Dialog</li> <li>Dialog Context</li> <li>Form</li> <li>Prompt</li> <li>Filled</li> <li>Match | NoMatch | Timeout</li> <li>NLP Grammar</li> </ul> <h4>Dashboard Insights Q&A App</h4> <h4>Data sets</h4> <ul> <li>Operation data from Field systems</li> <li>Data sources from Sub-Systems</li> </ul> <h4>Users</h4> <ul> <li>Data science citizens for analysis</li> </ul> <h4>Foundation Model selection</h4> <ul> <li>Anthropic Claude 3 models</li> <li>zero-shot and few-shot prompting</li> <li>Model selection, Evaluation and cost-performance</li> <li>Design prompt for each component</li> </ul> <h4>Test responses</h4> <ul> <li>Conversational, Accurate, and Precise</li> </ul> <h4>Question rewriter</h4> <ul> <li> LLM model invoke for <span class="">reformulating user queries to better align with the document space</span></li> <li><span class="">improve the accuracy and relevance of the information retrieved</span></li> </ul> <h4>API service</h4> <ul> <li><span class="">Interface APIs for multi-modal front-end app<br /> </span></li> </ul> <h4>Python code generator</h4> <ul> <li>LLM code generation for downstream analytics and report generation</li> </ul> <h4>SQL generator</h4> <ul> <li>Text to SQL and Context injection with RAG for Operation Database</li> </ul> <h4>Data-to-text generator</h4> <ul> <li>Data-to-text Pipeline</li> </ul> <h4>Alert AI Security guardrails</h4> <ul> <li>Easy to deploy and manage Generative AI application security integration</li> <li>Protection for Generative AI attack vector and vulnerabilities</li> <li>Intelligence loss prevention</li> <li>Domain-specific security guardrails</li> <li>Eliminates Security blind spots of Gen AI Application for InfoSec team</li> </ul> <h4></h4> <h4>Block diagram</h4> <p>Decision making business analytics Insights use case Generative AI application</p> <p><img 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> </p> <p> </p> <h3><strong>Automated Prescription Processing</strong></h3> <p> </p> <p>Automated Prescription Processing workflow by analyzing transactions , including online, chat, IVR, web/fax documents and Query inventroy, order, renewals, Generatie AI applications using LLMs can tranfrom Operational excellence and cost efficiency, precice and reduce errors more accurately.</p> <p>The decision making business analytics lead to better decision-making and reduced default rates.</p> <h3><strong> </strong></h3> <p> </p> <p><img loading="lazy" decoding="async" class="alignnone wp-image-1640 size-full" src="https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="2518" height="976" srcset="https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1.jpg 2518w, https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1-300x116.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1-1024x397.jpg 1024w, https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1-768x298.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1-1536x595.jpg 1536w, https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1-2048x794.jpg 2048w, https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1-1140x442.jpg 1140w, https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1-848x329.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1-320x124.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1-480x186.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/llm-insurance-use-case-1-800x310.jpg 800w" sizes="(max-width: 2518px) 100vw, 2518px" /></p> <h3></h3> <p>Automation of <span class="BxUVEf ILfuVd" lang="en"><span class="hgKElc">prescription (document) processing identifies and classifies document types such as bank statements, cash flow statements, P&L reports, address proofs, other required documentation.</span></span></p> <p>This can lead to better decision-making and reduced costs and operational efficiency.</p> <h3></h3> </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-medium" src="https://alertai.com/wp-content/uploads/2024/08/shutterstock_security_shield-300x200.jpg" alt="ALERT AI, Generative AI Security, AI Privacy, LLM Vulnerabilities, Adversarial Risks, GenAI security, ALERT AI Generative AI Security platform" width="300" height="200" srcset="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: 300px) 100vw, 300px" /></p> <p> </p> <h3></h3> <h3>Generative AI in Business Applications introducing a host of new Attack vectors and threats that escape traditional firewalls.</h3> <p> </p> <p>“The risks are of High stakes..”</p> <p>“Unguarded would lead to Major fallouts…”</p> <p> </p> <p>Here some potential security risks using Generative AI in Business.<b><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" /></b></p> <h4><b>Data Privacy and Security</b></h4> <h5>Sensitive Data Exposure</h5> <p>Generative AI applications in Business using LLMs can inadvertently reveal sensitive information if not properly managed.</p> <p>For example, if an LLM is trained on proprietary or customer data, there’s a risk of that information being exposed during interactions.</p> <h5>Data Breaches</h5> <p>Generative AI applications in Business must have protection, if an LLM’s underlying data infrastructure is compromised, attackers could gain access to confidential financial data.</p> <h4><b>Copyright and Legal information</b></h4> <p>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.</p> <h4><b>Sensitive content exposures</b></h4> <p>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.</p> <p> </p> <h4><b><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" /></b></h4> <h4></h4> <h4><b>Integrity of AI application</b></h4> <p>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.</p> <h5><b>Tokenizer Manipulation Attacks</b></h5> <p>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.</p> <p><b>Bias and Fairness</b></p> <h5><b>Algorithmic Bias</b></h5> <p>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.</p> <p>This is particularly concerning in credit scoring, loan approvals, and other financial decisions.</p> <h5><b>Discrimination</b></h5> <p>Unchecked biases can result in discriminatory practices, which can lead to regulatory and reputational risks for financial institutions.</p> <h4><b>Fraud and Manipulation</b></h4> <h4><b>Phishing and Social Engineering</b></h4> <p>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</p> <h4><b>Fraudulent Transactions</b></h4> <p>Generative AI applications in Business using Advanced LLMs could be used to manipulate transaction data or create false documentation, making fraud detection more challenging</p> <h4><b>Operational Risks</b></h4> <h5><b>Model Inaccuracy</b></h5> <p>Inaccurate predictions or decisions made by LLMs can lead to financial losses.</p> <p>For example, incorrect risk assessments or credit evaluations can impact the financial health of an institution.</p> <h5><b>Overreliance on Automation</b></h5> <p>Overdependence on LLMs for critical financial decisions without adequate human oversight can result in significant operational risks.</p> <h4><b>Adversarial Attacks</b>:</h4> <p> </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><b>Adversarial Inputs</b></h5> <p>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.</p> <h5><b>Model Poisoning</b></h5> <p>Attackers can manipulate the training data or the model itself to introduce vulnerabilities or backdoors.</p> <p> </p> <p> </p> <p> </p> <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> <p> </p> <h3><b>Attack cases</b></h3> <p>Exfiltration via Inference API<br /> Exfiltration Cyber means<br /> LLM Meta Prompt extraction<br /> LLM Data leakage<br /> Craft Adversarial Data<br /> Denial of ML service<br /> Spamming with Chaff Data<br /> Erode ML Model integrity<br /> Prompt injection<br /> Plugin Compromise<br /> Jailbreak<br /> Backdoor ML Model<br /> Poision training data<br /> Inference API Access<br /> ML supply chain compromise<br /> Sensitive Information Disclosure<br /> Supply Chain Vulnerabilities<br /> Denial of Service<br /> Insecured Output Handling<br /> Insecure API/plugin/Agent<br /> Excessive API/plugin/Agent Permissions</p> <p> </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> <h4><b>Regulatory Compliance</b></h4> <h5><b>Non-Compliance with Regulations</b></h5> <p>Financial institutions using Generative AI applications in Business must comply with various regulations related to data privacy, fairness, and transparency.</p> <p>Generative AI applications in Business using LLMs must be designed and implemented in ways that meet these regulatory requirements.</p> <p><b>Audit and Explainability</b></p> <p>Ensuring that Generative AI applications in Business using LLMs’ decisions can be audited and explained is crucial for regulatory compliance. Lack of transparency can pose significant challenges.</p> <p> </p> <p>Generative AI is new attack vector can endanger business applications and enterprises..</p> <p>A variety of concerns around Gen AI, include Copyright Legal exposures,</p> <p>Sensitive information disclosure, Data privacy violations, Domain specific exposures.</p> <p>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’s training process.</p> <p> </p> <h3>“What makes AI security complex?</h3> <p>The Answer is its moving parts.</p> <p>“Best way to secure AI is to start right now…”</p> <p><b>Choosing right security solution</b></p> <ul> <li>Right solution is actually what it means to Your organization. Your system, environment, use case.</li> <li>Generic service generic product solution may not be right for you. May not cater your Organizations needs.</li> </ul> <p><b>Vulnerabilities Management in Models, LLMs</b></p> <ul> <li>Detect Prompt Injection</li> <li>Information leak</li> <li>Misinformation</li> <li>Perturbations</li> </ul> <h4><b>Mitigation<br /> </b></h4> <ul> <li>Scan Vulnerabilities in Generative AI applications and ML Models</li> <li>Models Detection & Management</li> <li>Associated risks</li> <li>Compliance Score</li> <li>Severity Score</li> <li>Domain specific AI security</li> <li>Manage access to resources in your AI clusters</li> <li>Assign the AI service roles on the AI resource’s to Managed identities</li> <li> Detect Poison, Evasion</li> <li> Exfiltration</li> <li> ML supply chain compromise</li> <li> Training time, Inference time attacks</li> <li>Spills, leaks, contamination</li> </ul> <h4><b>Risk Analysis</b></h4> <p>Modelling Adversarial ML, LLM attacks,</p> <p>ML Supply chain attacks.</p> <p>Threat intelligence with Alerts (MITRE ATLAS, OWASP)</p> <h4><b>AI Threat Detection</b></h4> <p>Threat hunting Alerts in Models and Pipelines,</p> <p>Model Behaviour Alerts</p> <h4><b>Anomaly Detection</b></h4> <p>Pipeline, Data Lineage and Prompt Interaction Alerts</p> <p> </p> <h4><b>Know your Generative AI and AI attack surface</b></h4> <h4><b>AI Discovery</b></h4> <p>Discovery of AI assets, AI Inventory, Catalog</p> <p>Models, Pipelines, Prompts</p> <p>Cluster Resources, Compute, Networks</p> <h4><b>Tracking Analysis</b></h4> <p>Experiments, Jobs, Runs, Datasets</p> <p>Tracking Models, Versions, Artifacts</p> <p>Tracking Parameters, Metrics, Predictions, Artifacts</p> <p>LLM Tracking, Interactions</p> <h4><b>Lineage & Pipeline Analysis</b></h4> <p>Data sources, Data sinks</p> <p>Map, Topology of Stream</p> <p><b>ALERT AI </b></p> <p>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.</p> </div> </div> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <p>I am text block. Click edit button to change this text. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.</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>Alert AI provides end-to-end, interoperable, easy to deploy and manage security integration to address security and risks in Generative AI & AI applications.</p> <p>Alert AI help Organizations to Enhance, Optimize, Manage security of Generative AI applications in Business workflows.</p> <p> </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><strong>About Alert AI</strong></p> <ul> <li>Easy to deploy and manage Generative AI application security integration</li> <li>Protection for Generative AI attack vector and vulnerabilities</li> <li>Intelligence loss prevention</li> <li>Domain-specific security guardrails</li> <li>Eliminates Security blind spots of Gen AI Application for InfoSec team</li> <li>Seamless integration with Gen AI service platforms AWS Bedrock, Azure OpenAI, NVidia DGX, Google Vertex AI. Industry leading Foundation models</li> <li>AWS Bedrock, Azure Gen AI, Nvidia DGX, Google</li> <li>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</li> </ul> <h4>Coverage and Features</h4> <ul> <li>Alerts and Threat detection in AI footprint</li> <li>LLM & Model Vulnerabilities Alerts</li> <li>Adversarial ML Alerts</li> <li>Prompt, response security and Usage Alerts</li> <li>Sensitive content detection Alerts</li> <li>Privacy, Copyright and Legal Alerts</li> <li>AI application Integrity Threats Detection</li> <li>Training, Evaluation, Inference Alerts</li> <li>AI visibility, Tracking & Lineage Analysis Alerts</li> <li>Pipeline analytics Alerts</li> <li>Feedback loop</li> <li>AI Forensics</li> <li>Compliance Reports</li> <li>Domain specific LLM security guardrails</li> </ul> <p> </p> <p> </p> <h3>Generative AI security guardrails</h3> <p>Enhance, Optimize, Manage security of generative AI applications using Alert AI services.</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" />At ALERT AI, We are developing integrations and models to secure Generative AI & 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.</p> <p> </p> <h3><strong>Eliminate security Blind-spots</strong></h3> <h3>The New Smoke Screen and AI Security Posture</h3> <p>Generative AI introduce a host of new Attack vectors and threats escape current firewalls.</p> <p>Security solutions like Alert AI can help with current pain point of Breaking the glass ceiling, bridging link between</p> <p>MLops and Information Security operations teams. Having right tools in hands …</p> <p>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.</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"><h4 class="default-heading" >Enhance, Optimize, Manage</h4></div> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <p>Enhance, Optimize, Manage security of Generative AI applications using Alert AI security integration.</p> <p>Alert AI seamlessly integrates with Generative AI platform of your choice.</p> <p>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.</p> </div> </div> <div class="wbc-heading clearfix"><h4 class="default-heading" >AI Workflow</h4></div> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <p>Develop Automated Prescription processing and Decision-making business analytics workflows using</p> <ul> <li>Generative AI managed services like Amazon Bedrock, Azure OpenAI, Nvidia DGX, Vertex AI to experiment and evaluate industry leading FMs.</li> <li>Customization with data, fine-tuning and Retrieval Augmented Generation (RAG) and agents that execute tasks using organizations data sources.</li> </ul> <p>Security Optimization using</p> <ul> <li>Alert AI integration domain-specific security guardrails</li> <li>Enhance, Optimize, Manage Generative AI application security using Alert AI</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 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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 & 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> </p> <p> </p> <p> </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> </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 & 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 & 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> </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> </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’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 — 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> </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-67415b767d5b5" 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, 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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/security-generative-ai-llms-life-sciences-drug-discovery-research/" data-counter=""></script> </div><div class="lnkdn-follow-button"> <script type="IN/FollowCompany" data-id="104405749" data-counter="right"></script> </div></div></div> </div> <div class="col-sm-6 col-lg-3"> <div class="widget wbc-recent-post-widget"><h4 class="widget-title">Top concerns | AI security</h4><ul class="wbc-recent-post-list"><li><div class="wbc-recent-post-img"> <div class="wbc-image-wrap"> <a href="https://alertai.com/generative-ai-security-llm-security-services/"><img width="150" height="150" src="https://alertai.com/wp-content/uploads/2024/08/iStock-security-pillars-150x150.jpg" class="attachment-thumbnail size-thumbnail wp-post-image" alt="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." /> </a> <a class="item-link-overlay" href="https://alertai.com/generative-ai-security-llm-security-services/"></a> <div 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risks in GenAI,AI privacy, Privacy in AI,AI pipeline security GEN AI in industries,GEN AI solutions,LLM Testing, GenAI testing" /> </a> <a class="item-link-overlay" href="https://alertai.com/generative-ai-security-llm-security-models-risks/security-context-and-impact-of-generative-ai-in-retail-industry/"></a> <div class="wbc-extra-links"> <a href="https://alertai.com/generative-ai-security-llm-security-models-risks/security-context-and-impact-of-generative-ai-in-retail-industry/" class="wbc-go-link"><i class="fa fa-link"></i></a> </div> </div></div><div class="widget-content"><h6><a href="https://alertai.com/generative-ai-security-llm-security-models-risks/security-context-and-impact-of-generative-ai-in-retail-industry/">Retail Industry – Generative AI security</a></h6><p>Generative AI in Retail. The Evolving Business Mod...</p></div></li><li><div class="wbc-recent-post-img"> <div class="wbc-image-wrap"> <a href="https://alertai.com/generative-ai-security-llm-security-models-risks/security-generative-ai-llms-life-sciences-drug-discovery-research/"><img width="150" height="150" src="https://alertai.com/wp-content/uploads/2024/08/iStock-network-glow-150x150.jpg" class="attachment-thumbnail size-thumbnail wp-post-image" alt="GEN AI security, Generative AI security,Security for Generative AI AI,LLM security,Model security,Prompt security,RAG security, GenAI risks,GenAI vulnerabilities, AI governance, AI privacy, AI compliance" /> </a> <a class="item-link-overlay" href="https://alertai.com/generative-ai-security-llm-security-models-risks/security-generative-ai-llms-life-sciences-drug-discovery-research/"></a> <div class="wbc-extra-links"> <a href="https://alertai.com/generative-ai-security-llm-security-models-risks/security-generative-ai-llms-life-sciences-drug-discovery-research/" 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