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For enterprise AI teams

The next agent needs the reason behind the requirement.

Follow one product decision from its source through expert review, the engineering spec and the next agent task. Test whether the handoff preserves the constraint that matters.

Scope your API pilot Follow the workflow ↓

Product decision

Connect the requirement to the original evidence.

Choose a decision that currently triggers repeated clarification. Record the source, rationale and unanswered questions rather than treating the latest spec as the whole story.

Expert correction

Keep the correction next to the decision it changes.

A domain expert can revise the interpretation or narrow its scope. Make that judgment reviewable and name the owner who decides when it is current enough to reuse.

Spec → next agent

Carry the constraint into the implementation task.

Test one handoff into a spec or PR. Define what the receiving engineer or agent should see, where it may be used and when uncertainty should return to a reviewer.

Fictional example · illustrative, not a customer result

Source and rationale handoff

Compare the current handoff with a proposed, source-connected record.

Before · context lost

  • PM spec: “Automatically close resolved exceptions.”
  • Engineering task omits why some exceptions remain reviewable.

After · proposed pilot artifact

  • Source: operations review of a disputed exception.
  • Expert correction: unresolved evidence must remain available to the reviewer.
  • Spec constraint: closing a case requires a reviewed resolution.
  • Next agent task: implement the constraint; escalate missing evidence.

Review question
Does the receiver understand the reason, scope and unresolved question without inventing a new policy?

Prepare the conversation

Bring the work. Agree on what to evaluate.

Customer inputs

  • One source decision and its current spec or task
  • An expert correction and the person responsible for it
  • The receiving workflow and proposed context/access boundary

Evaluation questions

  • Who decides whether a correction supersedes an earlier decision?
  • Can the receiving team find the source and rationale?
  • What uncertainty must remain visible at the next handoff?

Scope the next step

Clarity API enterprise pilots

Custom quote · Scoped pilot

Explore company-brain and hyper-personalization use cases with your own data, boundaries and evaluation criteria.

Inputs, integrations, boundaries, deliverables and evaluation criteria are agreed during scoping.

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