Where AI adoption opens a door, we close it at runtime.

Two ways to read this page. What changes for the business — cost, deployment, and what your team stops having to do — and the ten technical places AI adoption opens a door.

247 documented incidents735 cited sources118 confirmed intrusionsSearch the Threat Ledger →

Business valueWhat it changesCost, deployment speed, and the operational load that disappears.4 outcomes TechnologyWhat it stopsTen use cases across the three classes of AI-driven attack.10 use cases

Business Value Use Cases

What it changes for the business.

Prevention is the product. One claim, seen four ways: cost does not move when AI adoption does.

Guardrails built on an LLM or an MCP gateway meter every token, so protection gets more expensive the more AI your teams adopt. There is no model in our path, so there is no meter running underneath it — the cost curve stays flat from day one, at any volume.

Technology Use Cases

What it stops.

Three classes of AI-driven attack. Ten places they show up. One decision system that reads intent in every direction of exchange.

The Threat Landscape

AI-Enhanced

Human-led, AI-amplified

Familiar tradecraft executed at a speed and scale human defenders cannot match.

AI-Native

The target is your AI

Prompt injection and agentic exploitation — attacks aimed at the AI systems your teams now depend on.

AI-Generated

The author is the AI

Novel, polymorphic payloads written by a model, carrying no prior signature to match.

Where It Shows Up

Ten use cases, three families.

Grouped by what the attacker is actually doing — targeting your AI, using it as an author, or moving through it to reach your data.

AI-Native

Attacks that target your AI

The model, the agent, and the tool calls between them are now the asset under attack. These are the interactions no signature has ever seen, because the payload is language, not code.

180of 247 documented incidents carry the Prompt injection, Agentic exploitation or Supply chain tagFilter the ledger →

Injected instructionPrompt injectionAn employee opens an AI tool to draft a proposal. An injection hidden in a web page is already riding their session.Neutralized at the browser plane, before it lands.Browser planeExplore →Autonomous actionAgentic exploitationAutonomous agents take actions and chain tool calls faster than any human can review them.Each step comprehended, exploitation stopped before it executes.Browser planeSystem planeExplore →Poisoned dependencyNewSupply chainA package, a token, or an MCP server your agent depends on is compromised. No exploit is needed — the agent was authorised.The dependency's first action read, and neutralized before it lands.Browser planeSystem planeExplore →Unapproved modelNewModel integrity & sovereigntyA team wires a new model endpoint into a workflow. Your data now crosses a boundary no one approved.Every model in use surfaced, and the unapproved exchange stopped.Browser planeSystem planeExplore →

AI-Generated

Attacks your AI writes

When a model is the author, there is often no prior artifact to match — a payload novel on arrival, whether it compiles or simply persuades.

70of 247 documented incidents carry the AI-generated malware or Synthetic media tagFilter the ledger →

Signature-less payloadAI-generated malwareAttackers author novel, polymorphic malware faster than signature libraries can keep up with.Caught by comprehending intent, not matching hashes.System planeExplore →Written in-houseNewInsider spear-phishingAn authorised employee asks a sanctioned assistant to draft an urgent CFO wire request. No malware, no external sender — the request is the attack.The intent of the request read, and neutralized before the draft exists.Browser planeExplore →

AI-Enhanced

Data and access moving through AI

The assistant is the new egress path. It is authenticated, it is trusted, it is unlogged by the controls you already own — and it will summarise anything you give it.

57of 247 documented incidents carry the Shadow AI & exposure tagFilter the ledger →

Unsanctioned useShadow AIYour teams are using AI tools you cannot see, on data you have not scoped.Surfaced and governed at the point of interaction.Browser planeSystem planeExplore →Trusted credentialsNewInsider threat mitigationA departing engineer asks an assistant to summarise the customer list. Every control they crossed, they were authorised to cross.The AI-mediated slice of insider risk, read for intent and stopped.Browser planeSystem planeExplore →Targeted collectionNewIndustrial espionageSomeone is using your own AI assistants to locate, summarise, and stage the designs and roadmaps worth taking.Collection recognised as collection — and cut off at the source.Browser planeSystem planeExplore →Off-proxy egressNewCovert exfiltrationA process born of an AI session reaches its destination directly, slipping past the proxy that was supposed to see it.The flow attributed to the process that made it, and neutralized.System planeExplore →

How Every One Of Them Is Handled

See. Comprehend. Neutralize.

Ten use cases, one decision path. The CognitionAI Engine runs it on both planes — a userspace host sensor, not a kernel agent, paired with an AI-aware extension in the browser.

01
See
DiscoverVisualizeObserve
Find the AI in use, render it legible, and watch it continuously — across the browser plane and the system plane, sanctioned or not.
02
Comprehend
Human → AIAI → HumanAI → AI
Read the intent in every direction of exchange: what a person asks of AI, what AI returns to them, and what AI systems say to each other — agent to agent, tool call to tool call.
03
Neutralize
AI-EnhancedAI-NativeAI-Generated
Stop all three AI-driven threat classes before they execute: attacks sharpened by AI, attacks that target AI itself, and attacks authored by AI.

Proof

Not a slide deck. Unedited capture.

Four recordings of the platform working across both planes, each one standing behind the use cases named beside it.

Discover every file moving to and from AIAI file tracking · 2:17Stands behind · Insider threat · Industrial espionage

Track the risky files and processes AI createsCLI & process tracking · 3:26Stands behind · Covert exfiltration · AI-generated malware

See every use of AI on a machineAI usage detection · 1:29Stands behind · Shadow AI · Model integrity & sovereignty

Real-time traffic analysisTraffic analysis · 2:23Stands behind · Agentic exploitation · Covert exfiltration

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