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Use cases/Glossary

What Is a Decision Receipt — and Why AI-Assisted Decisions Need One

A Decision Receipt records how an AI-assisted decision was made. Learn what it captures, why it matters, and how ConvergePanel generates one automatically.

Who this is for

AI-curious professionals and compliance-minded teamsKnowledge workers, team leads, and compliance officers who use AI to inform decisions

The problem

When a decision is made with AI assistance, the traditional accountability question — 'how did we decide this?' — gets harder to answer. The AI model's output isn't recorded. The prompt that generated it isn't saved. Whether anyone verified it isn't documented. Six months later, if the decision turns out to be based on faulty AI research, there's no record of what was checked, who reviewed it, or what process was followed.

This is the accountability gap that most AI tool implementations create by default. It's not a technical problem — the technology to record these decisions exists. It's a workflow problem: most AI tools aren't designed to produce the kind of structured, exportable record that a consequential decision requires.

How ConvergePanel helps

A Decision Receipt is a structured record of how an AI-assisted decision was made: what was queried, what each model returned, what the consensus score was, who reviewed the output, and what decision was made. ConvergePanel generates this record automatically for every panel run, making accountability the default rather than the exception.

How it works

  1. 1Run your research query or claim verification through ConvergePanel
  2. 2Review the multi-model output: consensus score, per-model evidence, disagreements
  3. 3Document the decision: what you decided, based on what evidence, reviewed by whom
  4. 4Export the audit bundle — it captures the full record of the AI-assisted decision process
  5. 5Store the receipt with the decision for future accountability or audit

Use cases

Frequently asked questions

What is a Decision Receipt in the context of AI?

A Decision Receipt is a structured record of an AI-assisted decision: what was queried, what each AI model returned, what the consensus score was, who reviewed the output, and what decision was made. It creates accountability for AI-informed decisions by documenting the process, not just the outcome.

Why do AI-assisted decisions need a Decision Receipt?

Without a record, it's impossible to audit why a decision was made, what AI evidence it relied on, or whether that evidence was verified. Decision Receipts close the accountability gap that most AI tools create by default — making the process as transparent as the output.

How does ConvergePanel generate a Decision Receipt?

Every ConvergePanel panel run automatically captures the query, each model's verdict and evidence, the consensus score, governance policy checks, and any peer review decisions. This structured output can be exported as an audit bundle that serves as the Decision Receipt for that query.

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ConvergePanel provides AI-assisted verification for informational purposes only. Not forensic analysis. Not legal evidence.

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