Journal

/

Product

Why every agent shows its work

An agent you can't check is an agent you can't trust. Here's how Kestrel explains every match, posting and flag.

Daniel Brooks

Co-founder & CTO

Published

Reading time

5 min read

Category

Product

In short

An agent you can't check is an agent you can't trust. Here's how Kestrel explains every match, posting and flag.

Finance teams don’t need software that is right most of the time. They need software that shows exactly why it did something, so a reviewer can agree or disagree in seconds.

Evidence on every line

Each action an agent takes links to the documents it used: the invoice, the bank line, the contract clause. Nothing is summarised away.

Confidence you can read

Every decision carries a confidence score and the two or three signals behind it. When the score falls under your threshold, the agent asks instead of acting.

A trail auditors can follow

The audit log records who or what made each change, when, and on what evidence, and it can be exported as a single file for your auditors.

Written by

Daniel Brooks

Co-founder & CTO

All articles →

Kestrel for finance teams

See Kestrel run on your own invoices

A 30-minute walkthrough on a copy of your data. No setup, no commitment.

Get started

Give your team its month back

See Kestrel run on a copy of your own invoices in a 30-minute walkthrough.

Get started

Give your team its month back

See Kestrel run on a copy of your own invoices in a 30-minute walkthrough.

Get started

Give your team its month back

See Kestrel run on a copy of your own invoices in a 30-minute walkthrough.

AI agents for the finance back office.

© 2026 Kestrel Finance, Inc.

Made for teams who’d rather be forecasting.

AI agents for the finance back office.

© 2026 Kestrel Finance, Inc.

Made for teams who’d rather be forecasting.

AI agents for the finance back office.

© 2026 Kestrel Finance, Inc.

Made for teams who’d rather be forecasting.

Create a free website with Framer, the website builder loved by startups, designers and agencies.