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Solutions · AI Exposure

What AI are you actually running?

Qapitol identifies the AI systems, agents, workflows and data flows running across your enterprise — then shows you which ones create exposure, and which ones you cannot sign off on today.

Discovering AI across your enterprise
APPCAN'T SIGN OFFSupport copilotMONITOREDOnboarding assistantCAN'T SIGN OFFMarketing copy genAGENTCAN'T SIGN OFFFraud-review agentCAN'T SIGN OFFKYC agentCAN'T SIGN OFFRefund agentDATAMONITOREDRAG knowledge baseCAN'T SIGN OFFPricing feature store
Systems found: 0·Can’t sign off: 0

Illustrative — figures shown are an example, not a measured result.

What is usually hidden

No single person holds the map.

Most enterprises cannot produce a straight answer to a simple question: what AI is running right now, and who owns it? The systems are already live — a support copilot here, a pricing model there, an agent quietly calling internal APIs. They were shipped by different teams, on different timelines, with different controls.

What’s hidden is rarely the flagship model everyone reviewed. It’s the second copilot a team stood up last quarter. The agent that was a prototype and never got decommissioned. The vendor model embedded three layers down in a workflow. Each one makes decisions. None of them is on anyone’s list.

The trap

Why an inventory is not enough.

A list of AI systems tells you they exist. It does not tell you whether you can stand behind them.

Two systems can sit on the same inventory line and carry completely different exposure. One validates its outputs, logs every decision, and has a human override. The other does none of that — same line, same label, entirely different risk. A spreadsheet flattens that difference. Sign-off depends on it.

Exposure lives in the questions an inventory never asks: Is the output checked before it reaches a customer? Is there a record of why the system did what it did? Can a person stop it? Has anyone tested how it fails?

Where AI is acting

We find it across app, agent and data.

AI exposure doesn’t live in one box. The Snapshot surfaces what’s running in all three places it acts — the app people touch, the agent that acts, and the data underneath both.

App

Copilots and user-facing AI experiences — the support copilot here, the onboarding assistant there. Shipped by different teams, on different timelines, with different controls.

  • Customer-facing copilots
  • Internal assistants
  • Embedded vendor models

Agent

Autonomous agents quietly calling internal APIs and running multi-step workflows. The prototype that never got decommissioned. Each one makes decisions; none is on anyone’s list.

  • Tool-calling agents
  • Multi-step workflows
  • Forgotten prototypes

Data

The retrieval and feature layers your AI depends on — the vendor model embedded three layers down in a workflow. Everything downstream inherits whatever flows through them.

  • Retrieval / RAG sources
  • Feature stores
  • Data flows & owners
What Qapitol finds

Every system, against the questions that decide sign-off.

The AI Exposure Snapshot maps every AI system against the dimensions that determine whether it can be approved.

  1. What’s running

    Systems, agents, workflows, data flows — and their owners.

  2. Output validation

    Whether responses are checked before they act.

  3. Audit trail

    Whether decisions are recorded and explainable.

  4. Human override

    Whether a person can intervene on a critical action.

  5. Monitoring

    Whether behaviour is watched in production.

  6. Safety + bias testing

    Whether failure modes have been probed.

How this leads to sign-off

The Snapshot is a diagnostic, not an endpoint. It tells you where you stand. The AI Sign-Off Program is how you close the gaps it finds — validation, controls, monitoring, evidence — until every system on the “cannot sign off” list moves to “approved.”

Exposure is the question. Sign-off is the answer.

Pricing

Scoped to your environment. We price after we understand your exposure — not before.

Talk to Qapitol for a quote →

Find out what’s running — and what you can’t sign off on.

Start with an AI Exposure Snapshot, or talk to us about your specific situation.