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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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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>Retail Industry</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/generative-ai-llms-in-retail-industry-privacy-security-risks-vunerabilites/" data-counter=""></script> </div><div class="lnkdn-follow-button"> <script type="IN/FollowCompany" data-id="104405749" data-counter="right"></script> </div></div><p> </p> <div id="wbc-67466ecbe3cd6" 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="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" > Retail</span> industry</h3></div> </div> </div> </div> </div></div></div><div id="wbc-67466ecbe4620" class="vc_row wpb_row full-width-section" style="background-color:#ffffff;padding-top: 55px;"><div class="container"><div class="row row-inner"> <div class="wpb_column vc_column_container vc_col-sm-8 "><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="1063" height="697" src="https://alertai.com/wp-content/uploads/2024/08/retail_industry.jpg.jpg" class="attachment-full size-full wp-post-image" alt="AI vulnerabilities, vulnerabilities in AI, AI risks, GENAI risks, risks in GenAI, AI privacy, Privacy in AI AI pipeline security, GEN AI in INDUSTRIES, GEN AI in Retail, GEN AI solutions" srcset="https://alertai.com/wp-content/uploads/2024/08/retail_industry.jpg.jpg 1063w, https://alertai.com/wp-content/uploads/2024/08/retail_industry.jpg-300x197.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/retail_industry.jpg-1024x671.jpg 1024w, https://alertai.com/wp-content/uploads/2024/08/retail_industry.jpg-768x504.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/retail_industry.jpg-848x556.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/retail_industry.jpg-320x210.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/retail_industry.jpg-480x315.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/retail_industry.jpg-800x525.jpg 800w" sizes="(max-width: 1063px) 100vw, 1063px" /> <div class="item-link-overlay"></div> <div class="wbc-extra-links"> <a data-fancybox title="Generative AI securty in Retail" href="https://alertai.com/wp-content/uploads/2024/08/retail_industry.jpg.jpg" class="wbc-photo-up"><i class="fa fa-search"></i></a> </div> </div></div> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <h3>Introduction</h3> <p> </p> <p><span style="font-size: 14pt; color: #333333;">In today’s rapidly evolving technological landscape, large language models (LLMs) have emerged as transformative tools across various industries. These advanced AI models, capable of processing and understanding vast amounts of text data, are being leveraged to drive innovation, improve efficiency, and enhance decision-making in numerous domains. From retail to healthcare, LLMs are reshaping how businesses operate by automating complex tasks, providing personalized customer experiences, and unlocking new insights from data.</span></p> <p> </p> <h3><span style="font-size: 18pt; color: #333333;"><b>Big impact of Generative AI workflows in Retail Industry</b></span></h3> <p><span style="font-size: 14pt; color: #333333;">In the retail sector, LLMs have the potential to transform customer engagement by powering advanced AI-driven chatbots and virtual shopping assistants.</span></p> <p><span style="font-size: 14pt; color: #333333;">These models can deliver personalized shopping experiences, recommending products based on customer preferences and past behavior.</span></p> <p><span style="font-size: 14pt; color: #333333;">Additionally, LLMs can analyze vast amounts of unstructured data, such as customer reviews and social media comments, to identify emerging trends and inform inventory management strategies.</span></p> <p><span style="font-size: 14pt; color: #333333;">By predicting demand more accurately, retailers can optimize supply chain operations, reducing stockouts and overstock situations.</span></p> <p><span style="font-size: 14pt; color: #333333;">Furthermore, LLMs can enhance targeted marketing campaigns by analyzing customer sentiment and tailoring promotions to individual needs.</span></p> <p><span style="font-size: 14pt; color: #333333;">This level of personalization not only improves customer satisfaction but also drives sales and loyalty.</span></p> <p><span style="font-size: 14pt; color: #333333;">As a result, retailers can achieve a competitive edge by leveraging LLMs to better understand and serve their customers.</span></p> <div class="nv-text text aem-GridColumn--phone--12 aem-GridColumn aem-GridColumn--tablet--7 aem-GridColumn--default--6"> <div id="nv-text-f103ca5c4f" class="general-container-text "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <div class="description "> <p> </p> <h3><span style="color: #333333;"><strong><span style="font-size: 18pt;">Generative AI solutions for Retail Industry</span><br /> </strong></span></h3> <p> </p> </div> <p><span style="color: #333333; font-size: 18pt;"><span dir="ltr" role="presentation">Generative AI and large language models (LLMs) o</span>pens new doors for newer interfaces of customer engagement for Retailers.</span></p> <ul> <li><span dir="ltr" style="color: #333333; font-size: 18pt;" role="presentation">Multi-modal, Multi-channel platforms </span></li> <li><span dir="ltr" style="color: #333333; font-size: 18pt;" role="presentation">Personalization</span></li> <li><span dir="ltr" style="color: #333333; font-size: 18pt;" role="presentation">Natural language interface<br /> </span></li> </ul> </div> <p><span style="color: #333333; font-size: 18pt;"><span dir="ltr" role="presentation"> LLM-</span><span dir="ltr" role="presentation">powered retrieval-augmented generation (RAG) workflow<br /> </span></span></p> <p><span dir="ltr" style="color: #333333; font-size: 18pt;" role="presentation">Solution that Integrates and Ingest product catalog data </span></p> <p><span dir="ltr" style="color: #333333; font-size: 18pt;" role="presentation">With Goals:</span></p> <p><span style="color: #333333; font-size: 18pt;"><span dir="ltr" role="presentation">Leverage generative AI to provide a differentiated and </span><span dir="ltr" role="presentation">personalized applications for retailers,</span></span></p> <p><span style="color: #333333; font-size: 18pt;">Let us consider a workflow that enables more natural, personalized human-like in-shop experience.</span></p> <p> </p> </div> <h2><span style="color: #333333;"><b><img 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" /></b></span></h2> <h2></h2> <p> </p> <h3><span style="font-size: 18pt; color: #333333;"><strong>Industry Use case</strong></span></h3> <h3><span style="font-size: 18pt; color: #333333;"><strong>Retail LLM Shopping Advisor</strong></span></h3> <div id="nv-text-f103ca5c4f" class="general-container-text "> <p><span dir="ltr" style="font-size: 18pt; color: #333333;" role="presentation">Natural human like in-shop experience<br /> </span></p> <p><span style="font-size: 18pt; color: #333333;"><span dir="ltr" role="presentation">With Accurate </span><span dir="ltr" role="presentation">catalog discovery , search and personal, c</span>ontextual</span></p> <p><span dir="ltr" style="font-size: 18pt; color: #333333;" role="presentation">Interactive guiding, answering inquiries<br /> </span></p> <p><span style="font-size: 18pt; color: #333333;"><span dir="ltr" role="presentation">Human-like </span><span dir="ltr" role="presentation">answers to customers’ inquiries </span></span></p> <p><span dir="ltr" style="font-size: 18pt; color: #333333;" role="presentation">Making product recommendations. </span></p> <p><span dir="ltr" style="font-size: 18pt; color: #333333;" role="presentation">Superior customer experience<br /> </span></p> <p><span dir="ltr" style="font-size: 18pt; color: #333333;" role="presentation">Cross-sell and upsell opportunities for the retailer </span></p> <p> </p> </div> </div> <p><span style="color: #333333;"><img decoding="async" class="alignnone wp-image-1611 size-full" src="https://alertai.com/wp-content/uploads/2024/08/Services_retail_shopping_genai_workflow.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_retail_shopping_genai_workflow.jpg 960w, https://alertai.com/wp-content/uploads/2024/08/Services_retail_shopping_genai_workflow-300x169.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/Services_retail_shopping_genai_workflow-768x432.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/Services_retail_shopping_genai_workflow-848x477.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/Services_retail_shopping_genai_workflow-320x180.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/Services_retail_shopping_genai_workflow-480x270.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/Services_retail_shopping_genai_workflow-800x450.jpg 800w" sizes="(max-width: 960px) 100vw, 960px" /></span></p> <p> </p> <h2></h2> <h2><span style="color: #333333;"><b>Security risks of Generative AI workflows in Retail Industry</b></span></h2> <p><span style="font-size: 18pt; color: #333333;"><img loading="lazy" decoding="async" class="alignright 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" />Generative AI workflows and Large language models (LLMs) present several vulnerabilities that can impact the Retail industry. Here are some key vulnerabilities:</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Data Privacy and Security</b>:</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Sensitive Data Exposure</b>: LLMs can inadvertently reveal sensitive information if not properly managed. For example, if an LLM is trained on proprietary or customer data, there’s a risk of that information being exposed during interactions.</span></p> <p> </p> <p><span style="font-size: 18pt; color: #333333;"><b>Data Breaches</b>:</span></p> <p> </p> <p><span style="font-size: 18pt; color: #333333;"><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" /></span></p> <p><span style="font-size: 18pt; color: #333333;">If an LLM’s or Workflow’s underlying data infrastructure is compromised, attackers could gain access to confidential financial data</span></p> <p><span style="font-size: 18pt; color: #333333;"><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></p> <p> </p> <p><span style="font-size: 18pt; color: #333333;"><b>Copyright and Legal information:</b></span></p> <p><span style="font-size: 18pt; color: #333333;">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> <p> </p> <p><span style="font-size: 18pt; color: #333333;"><b>Sensitive content exposures:</b></span></p> <p><span style="font-size: 18pt; color: #333333;">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> <p><span style="font-size: 18pt; color: #333333;"><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" /></span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Integrity of AI application</b></span></p> <p><span style="font-size: 18pt; color: #333333;">Maintaining the integrity of LLMs involves implementing rigorous security measures and validation processes to protect the system from tampering and ensure reliable and unbiased outputs.</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Tokenizer Manipulation Attacks</b>: Tokenizer manipulation attacks in LLMs can exploit vulnerabilities in text processing, potentially causing incorrect or malicious outputs, necessitating robust defenses and regular updates to counteract such risks.</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Bias and Fairness</b>:</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Algorithmic Bias</b></span></p> <p><span style="font-size: 18pt; color: #333333;">LLMs can perpetuate and even amplify biases present in their training data, leading to unfair treatment of certain groups of customers. This is particularly concerning in credit scoring, loan approvals, and other financial decisions.</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Discrimination</b></span></p> <p><span style="font-size: 18pt; color: #333333;">Unchecked biases can result in discriminatory practices, which can lead to regulatory and reputational risks for financial institutions.</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>B</b>elow picture depicts the bias and fairness in llms at various levels</span></p> <p> </p> <p><span style="font-size: 18pt; color: #333333;"><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" /></span></p> <p> </p> <p><span style="font-size: 18pt; color: #333333;"><b>Fraud and Manipulation</b></span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Phishing and Social Engineering</b></span></p> <p><span style="font-size: 18pt; color: #333333;">LLMs can be used to generate highly convincing phishing emails or messages, making it easier for attackers to deceive employees or customers.</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Fraudulent Transactions</b></span></p> <p><span style="font-size: 18pt; color: #333333;">Advanced LLMs could be used to manipulate transaction data or create false documentation, making fraud detection more challenging</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Operational Risks</b></span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Model Inaccurace</b></span></p> <p><span style="font-size: 18pt; color: #333333;">Inaccurate predictions or decisions made by LLMs can lead to financial losses. For example, incorrect risk assessments or credit evaluations can impact the financial health of an institution.</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Overreliance on Automation</b></span></p> <p><span style="font-size: 18pt; color: #333333;">Overdependence on LLMs for critical financial decisions without adequate human oversight can result in significant operational risks.</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Adversarial Attacks</b>:</span></p> <p><span style="font-size: 18pt; color: #333333;"><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" /></span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Adversarial Inputs</b></span></p> <p><span style="font-size: 18pt; color: #333333;">Malicious actors can craft inputs designed to confuse or mislead LLMs, potentially leading to incorrect outputs or actions that can be exploited.</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Model Poisoning</b></span></p> <p><span style="font-size: 18pt; color: #333333;">Attackers can manipulate the training data or the model itself to introduce vulnerabilities or backdoors.</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Attack cases<br /> </b></span></p> <p><span style="font-size: 18pt; color: #333333;">Exfiltration via Inference API</span><br /> <span style="font-size: 18pt; color: #333333;">Exfiltration Cyber means</span><br /> <span style="font-size: 18pt; color: #333333;">LLM Meta Prompt extraction</span><br /> <span style="font-size: 18pt; color: #333333;">LLM Data leakage</span><br /> <span style="font-size: 18pt; color: #333333;">Craft Adversarial Data</span><br /> <span style="font-size: 18pt; color: #333333;">Denial of ML service</span><br /> <span style="font-size: 18pt; color: #333333;">Spamming with Chaff Data</span><br /> <span style="font-size: 18pt; color: #333333;">Erode ML Model integrity</span><br /> <span style="font-size: 18pt; color: #333333;">Prompt injection</span><br /> <span style="font-size: 18pt; color: #333333;">Plugin Compromise</span><br /> <span style="font-size: 18pt; color: #333333;">Jailbreak</span><br /> <span style="font-size: 18pt; color: #333333;">Backdoor ML Model</span><br /> <span style="font-size: 18pt; color: #333333;">Poision training data</span><br /> <span style="font-size: 18pt; color: #333333;">Inference API Access</span><br /> <span style="font-size: 18pt; color: #333333;">ML supply chain compromise</span><br /> <span style="font-size: 18pt; color: #333333;">Sensitive Information Disclosure</span><br /> <span style="font-size: 18pt; color: #333333;">Supply Chain Vulnerabilities</span><br /> <span style="font-size: 18pt; color: #333333;">Denial of Service</span><br /> <span style="font-size: 18pt; color: #333333;">Insecured Output Handling</span><br /> <span style="font-size: 18pt; color: #333333;">Insecure API/plugin/Agent</span><br /> <span style="font-size: 18pt; color: #333333;">Excessive API/plugin/Agent Permissions</span></p> <p> </p> <p> </p> <p><span style="font-size: 18pt; color: #333333;"><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" /></span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Regulatory Compliance</b></span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Non-Compliance with Regulations</b></span></p> <p><span style="font-size: 18pt; color: #333333;">Financial institutions must comply with various regulations related to data privacy, fairness, and transparency. LLMs must be designed and implemented in ways that meet these regulatory requirements.</span></p> <p><span style="font-size: 18pt; color: #333333;"><b>Audit and Explainability</b></span></p> <p><span style="font-size: 18pt; color: #333333;">Ensuring that LLMs’ decisions can be audited and explained is crucial for regulatory compliance. Lack of transparency can pose significant challenges</span></p> <p> </p> <p><span style="font-size: 18pt; color: #333333;">Addressing these vulnerabilities involves implementing robust data security measures, regular auditing for biases, maintaining human oversight, ensuring regulatory compliance, and developing strategies to detect and mitigate adversarial attacks.</span></p> <p> </p> <h2><span style="font-size: 18pt; color: #333333;"><b>Security for Generative AI workflows in Retail Industry</b></span></h2> <p> </p> <p><span style="font-size: 18pt; color: #333333;">When you deploy AI models onto Business, you need to make a decision about the models, training, inference, inputs, outputs security configuration regarding the AI integrity, Privacy, Vulnerabilities, threat analysis needed.</span></p> <p><span style="font-size: 18pt; color: #333333;">As your AI environments become more complex, and require different infra, data pipelines, and algorithms to run, the overhead of having to design your</span></p> <p><span style="font-size: 18pt; color: #333333;">Security controls and Security of AI specific issues for resources, applications, environments becomes difficult.</span></p> <p> </p> <p><span style="font-size: 18pt; color: #333333;"><b>How Alert AI can help with Security of Gen AI and Models in Business</b></span></p> <p><span style="font-size: 18pt; color: #333333;">Alert AI Operationalizes security for AI in your business use cases with Domain-specific guard rails.</span></p> <p><span style="font-size: 18pt; color: #333333;">ALERT AI , we are developing Interoperable end-to-end security solution to help enhance “<strong>Security of Gen AI and Models, applications and workflows in Business environments with Domain-specific guardrails</strong>“, 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> <p><span style="font-size: 18pt; color: #333333;"><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" /><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" /></span></p> <p><span style="font-size: 18pt; color: #333333;">AlertAI – is GenAI Security solution that integrates with AI stack. Alerting engine and Threat hunting in AI Incidents and Footprint, detects, mitigates, recommends and Alerts :</span></p> <ul> <li><span style="font-size: 18pt; color: #333333;">Generative AI & Adversarial ML Threats</span></li> <li><span style="font-size: 18pt; color: #333333;">LLM & Model vulnerabilities</span></li> <li><span style="font-size: 18pt; color: #333333;">Data privacy violations</span></li> <li><span style="font-size: 18pt; color: #333333;">Sensitive content exposures</span></li> <li><span style="font-size: 18pt; color: #333333;">Application AI Integrity issues</span></li> <li><span style="font-size: 18pt; color: #333333;">AI visibility discovery, tracking & lineage analytics</span></li> <li><span style="font-size: 18pt; color: #333333;">Pipeline Analytics</span></li> <li><span style="font-size: 18pt; color: #333333;">Training, Inference, Eval Alerts</span></li> <li><span style="font-size: 18pt; color: #333333;">Prompt, Response usage Abuse alerts</span></li> <li><span style="font-size: 18pt; color: #333333;">Feedback loop</span></li> <li><span style="font-size: 18pt; color: #333333;">Recommendations</span></li> <li><span style="font-size: 18pt; color: #333333;">AI Forensics</span></li> <li><span style="font-size: 18pt; color: #333333;">Audit reports</span></li> </ul> <p> </p> <h3><span style="font-size: 18pt; color: #333333;">Generative AI security guardrails</span></h3> <p> </p> <p><span style="font-size: 18pt; color: #333333;"><img loading="lazy" decoding="async" class="alignnone wp-image-1680 size-full" src="https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-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="951" srcset="https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-scaled.jpg 2560w, https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-300x111.jpg 300w, https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-1024x381.jpg 1024w, https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-768x285.jpg 768w, https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-1536x571.jpg 1536w, https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-2048x761.jpg 2048w, https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-1140x424.jpg 1140w, https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-848x315.jpg 848w, https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-320x119.jpg 320w, https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-480x178.jpg 480w, https://alertai.com/wp-content/uploads/2024/08/Shutterstock_alertai_caution_symbols-800x297.jpg 800w" sizes="(max-width: 2560px) 100vw, 2560px" /></span></p> <p> </p> <h4><span style="font-size: 18pt; color: #333333;">Danger, warning, caution, notices, recommendations</span></h4> <p><span style="font-size: 18pt; color: #333333;">Enhance, Optimize, Manage security of generative AI applications using Alert AI services.</span></p> <p> </p> <p> </p> <p> </p> <p><span style="font-size: 18pt; color: #333333;"><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" /></span></p> <p><span style="font-size: 18pt; color: #333333;">Why Alert AI</span></p> <p><span style="font-size: 18pt; color: #333333;">At ALERT AI, We are developing integrations and models to secure Generative AI & AI workflows in Business applicatioins, 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><span style="font-size: 18pt; color: #333333;">With Alert AI – Enhance, Optimize, Manage security of Generative AI applications in Business workflows.</span></p> <p> </p> <p><span style="font-size: 18pt; color: #333333;"><strong>The New Smoke Screen, in the Organization and AI Security Posture<br /> </strong></span></p> <p><span style="font-size: 18pt; color: #333333;">Generative AI introduce a host of new Attack vectors and threats escape current firewalls.</span></p> <p><span style="font-size: 18pt; color: #333333;">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; color: #333333;">MLops and Information Security operations teams. Having right tools in hands …</span></p> <p><span style="font-size: 18pt; color: #333333;">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-4 "><div class="vc_column-inner " > <div class="wpb_wrapper"> <div class="wbc-heading clearfix"><h4 class="special-heading-3" style="font-size:25px;">Enhance, Optimize, Manage</h4></div> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <p><span style="font-size: 14pt; color: #000000;">Enhance, Optimize, Manage security of Generative AI applications using Alert AI security integration.</span></p> <p><span style="font-size: 14pt; color: #000000;">Alert AI seamlessly integrates with Generative AI platform of your choice.</span></p> <p><span style="font-size: 14pt; color: #000000;">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"><h4 class="special-heading-3" style="font-size:25px;">AI Workflow</h4></div> <div class="wpb_text_column wpb_content_element " > <div class="wpb_wrapper"> <p><span style="font-size: 14pt;">Develop Automated Prescription processing and Decision-making business analytics workflows 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 domain-specific security guardrails</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;padding-bottom:16px;padding-top:16px;" class="wbc-button button btn-primary no-hover" href="#contact" target="_self" >JOIN DEMO</a> </div> </div> </div> </div></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> </div>  </div> <a class="wbc-page-nav wbc-page-nav-floating wbc-prev-link wbc-has-image" href="https://alertai.com/generative-ai-security-llm-security-models-risks/generative-ai-llms-in-insurance-security-privacy-risks-vunerabilites/"><span class="wbc-page-nav-icon"><i class="fa fa-angle-left"></i></span><span class="wbc-nav-wrap"><span class="wbc-nav-content"><span class="wbc-nav-title">Insurance industry</span><span class="wbc-nav-image"><img width="150" height="150" src="https://alertai.com/wp-content/uploads/2024/08/iStock-business_buildings-1-150x150.jpg" class="attachment-thumbnail size-thumbnail wp-post-image" alt="Generative AI for Insurance industry" decoding="async" srcset="https://alertai.com/wp-content/uploads/2024/08/iStock-business_buildings-1-150x150.jpg 150w, https://alertai.com/wp-content/uploads/2024/08/iStock-business_buildings-1-500x500.jpg 500w, https://alertai.com/wp-content/uploads/2024/08/iStock-business_buildings-1-1000x1000.jpg 1000w" sizes="(max-width: 150px) 100vw, 150px" /></span></span></span></a><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-llms-in-government-use-cases-ai-security/"><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/2024/08/Istock_government-150x150.jpg" class="attachment-thumbnail size-thumbnail wp-post-image" alt="Generative AI in Government" decoding="async" srcset="https://alertai.com/wp-content/uploads/2024/08/Istock_government-150x150.jpg 150w, https://alertai.com/wp-content/uploads/2024/08/Istock_government-500x500.jpg 500w, https://alertai.com/wp-content/uploads/2024/08/Istock_government-1000x1000.jpg 1000w" sizes="(max-width: 150px) 100vw, 150px" /></span><span class="wbc-nav-title">Government</span></span></span></a><div class="wbc-nav-row-1"><div class="container"><div class="row"><div class="col-6"><div class="wbc-page-nav wbc-prev-link"><span>PREVIOUS</span><h4 class="entry-title wbc-nav-title"><a href="https://alertai.com/generative-ai-security-llm-security-models-risks/generative-ai-llms-in-insurance-security-privacy-risks-vunerabilites/">Insurance industry</a></h4></div></div><div class="col-6"><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-llms-in-government-use-cases-ai-security/">Government</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-67466ecbea88c" 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 & 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-67466ecbeb87c" 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" 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