# The identity gap between an AI answer and a business action

> Follow the handoff from model output to tool execution and identify which identities, permissions, and review records your application needs.

By Truthlocks
Published: 2026-04-11
Updated: 2026-10-03T05:03:19.222158Z
Canonical page: https://www.truthlocks.com/blog/the-identity-gap-in-agentic-ai

An AI-generated answer and a business action are different events. A model may suggest changing a record, while an application decides whether to call a tool that can make the change. Understanding that handoff is essential to assigning responsibility.

## Map the actors

Identify the person or system that requested the work, the agent assigned to it, the service hosting the workflow, and the tool receiving the action. These actors may have different owners and permissions. A generic service credential can hide those distinctions if the application supplies no additional identity context.

Machine identity gives a team a way to distinguish agents. The receiving tool still needs to authenticate the request and enforce the permissions relevant to its own operation.

## Separate recommendation and execution

Consider a legal research assistant that drafts a summary. Producing the draft is one event. A professional reviewing it is another. Releasing the document to a client is a third. A workflow should preserve those boundaries instead of describing all three as something “the AI completed.”

The [legal AI review example](https://www.truthlocks.com/industries/legaltech#legal-ai-review) uses agent identity, source references, an output fingerprint, and a human review event to make that transition inspectable.

## Record enough context to explain a handoff

- Which task or business request the action belongs to.
- Which identity reported the action.
- The permitted scope and receiving tool.
- Relevant input and output references.
- The approval, rejection, or escalation that followed.

Do not collect every available prompt or document by default. Choose fields that help reviewers understand the process and are appropriate for the information involved.

## Test the boundaries

Try a request outside the permitted scope, a missing review, an expired session, and a tool failure. Check that the interface presents each case honestly and that the downstream action behaves as intended. A logged refusal is useful only if the protected tool actually refused the action.

Use [workflow orchestration](https://www.truthlocks.com/product/ai-orchestration), [machine identities](https://www.truthlocks.com/product/machine-identity), and [receipts](https://www.truthlocks.com/product/receipts) together to connect the identities and events your specific application needs.