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Definition · AI in finance

Human-in-the-loop

Human-in-the-loop is a human reviewing or approving AI output before it is acted on. For human-in-the-loop, the useful boundary is the data it uses, the tools it can call, the approvals it needs, the review standard, and the finance decision it may influence before the output is trusted or automated.

Also known as HITL, human in the loop

Written by Pluvo TeamReviewed by Pluvo Team
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Why it matters

Understanding human-in-the-loop matters because AI-assisted finance work can sound confident even when data, assumptions, or compute paths are wrong. A useful definition keeps the output grounded, reviewable, and accountable. Pluvo keeps the analyst in the loop with a fast, traceable view they verify and own, rather than handing back a final number to trust blindly.

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In practice

  • Governance example

    Teams use human-in-the-loop when they evaluate whether an AI-assisted analysis can be trusted. The useful test is whether the output is tied to approved data, repeatable logic, human review, and an audit trail.

  • Pluvo example

    Pluvo keeps the analyst in the loop with a fast, traceable view they verify and own, rather than handing back a final number to trust blindly.

In practice, teams should define human-in-the-loop with a clear source, owner, time period, and decision before they use it in reporting, planning, or operating reviews.

Understanding human-in-the-loop matters because AI-assisted finance work can sound confident even when data, assumptions, or compute paths are wrong. A useful definition keeps the output grounded, reviewable, and accountable. Pluvo keeps the analyst in the loop with a fast, traceable view they verify and own, rather than handing back a final number to trust blindly.

A strong workflow for human-in-the-loop separates the definition from the action: first agree what the term means, then decide how it is measured, when it changes, and who is accountable for the next step.

Pluvo keeps the analyst in the loop with a fast, traceable view they verify and own, rather than handing back a final number to trust blindly.

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FAQ

What is human-in-the-loop AI?

Human-in-the-loop is a human reviewing or approving AI output before it is acted on. For human-in-the-loop, the useful boundary is the data it uses, the tools it can call, the approvals it needs, the review standard, and the finance decision it may influence before the output is trusted or automated.

Why is human review important for AI in finance?

Understanding human-in-the-loop matters because AI-assisted finance work can sound confident even when data, assumptions, or compute paths are wrong. A useful definition keeps the output grounded, reviewable, and accountable. Pluvo keeps the analyst in the loop with a fast, traceable view they verify and own, rather than handing back a final number to trust blindly.

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Sources

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