AI Security Knowledge Base
    AI Security Knowledge Base

    See the entire AI attack surface — not just the buzzwords.

    Most explainers say “secure your LLM” and stop there. This page shows exactly how a prompt travels from a user to enterprise data and back — where it can be attacked at every hop, how each attack is detected, and which framework each control satisfies. Explore the pipeline, the threat library, live simulations, and a self-assessment, all on one page.

    9Architecture layers
    21Catalogued AI threats
    20Mapped security controls
    11Compliance frameworks
    01 · Interactive architecture

    Every AI component, examined separately

    Click any layer to see what’s checked, how it’s attacked, how it’s detected, and which controls cover it.

    02 · End-to-end request lifecycle

    Watch a single request move through the security pipeline

    Every real request — benign or malicious — passes through these checkpoints in order. Replay the trace to see each stage light up as it fires.

    Ready.
    03 · Searchable database

    AI Threat Library

    21 attack techniques across the AI stack — each with MITRE ATLAS mapping, detection logic, IOC examples, a Sigma rule, and recommended controls.

    04 · Interactive attack simulator

    Run an attack. Watch it get caught.

    Pick a technique and trace it live through the detection pipeline — from malicious input to policy decision.

    Simulation result

    Confidence
    Severity
    Risk score
    Action taken
    05 · Searchable database

    AI Security Controls Library

    The controls that map to every layer above — what each does, where it sits, and which threats it mitigates.

    06 · Framework mapping

    MITRE ATLAS Matrix

    Adversarial ML tactics, left to right. Click a technique to see the full detail card.

    07 · Compliance center

    One control, many frameworks

    Expand a framework to see which mapped capability areas satisfy it.

    08 · Searchable database

    AI Asset & Technology Library

    The models, frameworks, vector stores, and gateways any AI security program has to account for.

    09 · Learn from real events

    AI Incident Library

    Illustrative summaries of widely-reported AI security events — timeline, impact, and the lesson each one teaches.

    10 · What a SOC sees

    AI Risk Dashboard

    A representative view of the telemetry these controls surface once wired into a SIEM/SOAR. Sample data for illustration.

    Requires review Within policy Informational
    Live AI Incident Feed
    Connecting to the AI Incident Database…
    incidentdatabase.ai ↗
    11 · Interactive assessment

    AI Security Readiness Score

    16 questions across 7 domains. Get an instant score, a per-domain breakdown, and a downloadable summary.

    Question 1 of 16

    Overall score: /100

    12 · Reference

    AI Security Glossary

    About this hub

    This reference is maintained as a living map of the AI/LLM attack surface — architecture, threats, controls, and frameworks in one place, independent of any single vendor’s toolset. As new techniques and mitigations emerge, this page grows to track them.

    Omkar Nath Nandi

    Omkar Nath Nandi

    17+ Years in Full Stack Marketing. AI Assisted Marketing Strategist. Built 200+ AI Assisted Marketing Tools. Specialist in Product Marketing, SaaS, B2B, B2C, SEO and Performance Marketing. Trained 100,000+ Professionals. IIT and IIM Guest Faculty | IIM Calcutta Alumni | Ex-Entrepreneur.

    17 Years in Digital Marketing | 12 Years as Trainer

    Creator • Builder • Analyzer • Marketer • Writer

    Currently leading global digital marketing initiatives for a Gartner SIEM Magic Quadrant Leader. Over the past 17+ years, I have partnered with 500+ businesses to drive measurable growth through SEO, Performance Marketing, Product Marketing, SaaS Marketing, Demand Generation, and AI Assisted Marketing. I have built 200+ AI Assisted Marketing Tools and trained more than 100,000 professionals while helping organizations accelerate pipeline growth, strengthen brand visibility, and deliver measurable business outcomes.

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