Release gates for AI finance agents
Your finance agent posts entries, issues refunds and credit notes in billing and ERP systems. In finance, an agent that is almost right is wrong. Agentiqa is an AI Quality System for these agents: release gates run the agent's key tasks before each release and check every field that touches money.
Where it writes: Billing and ERP: journal entries, invoices, refunds, credit notes.
What goes wrong with finance agents
These are the errors that pass a quick look at the reply and show up in the record:
| Error type | Example |
|---|---|
| Wrong sign | A credit booked as a debit. |
| Wrong amount | A full refund when a partial one was asked for. |
| Wrong period | An entry dated in the wrong period. |
| Duplicate writes | Two refunds after a timeout. |
Behind most of them are a few named error types: wrong data, a false "done" (hallucinated success), duplicate writes, partial writes and regressions since the last release (AI agent regression testing).
What the release gate checks
Amount, sign, currency, tax code, period, approval limit, and that the entry was saved once.
The gate judges the result in the connected system. Different wording in the agent's reply doesn't fail a task. A wrong value, an extra record or a false success message does.
How it works
- Key tasks, in plain words. You and an Agentiqa engineer pick the tasks where a mistake costs the most, for example issuing a partial refund or posting an entry at the end of a period. Each task is described in plain words.
- Run before each release. The gate runs each task in a real browser with a test account, then checks what changed in the connected system, not only the agent's reply. That is where wrong data, a false "done", duplicate writes and partial writes show up.
- Confirmed regressions only. When you rerun the failed tasks, AI Quality Manager reports a step as a regression only if it fails again. Unconfirmed failures are listed separately.
- Evidence for the decision. Each failure comes with a trace, the recording and steps to reproduce. Your team decides whether the version ships.
AI Quality Manager compares each release with the previous one, shows regression candidates, and proposes test updates and new tests. A person on your team approves them.
Rollout
First release gates are live within 7 minutes. Then comes the 3-day enterprise rollout: an Agentiqa engineer works with your team, on-site or remote, to cover the riskiest actions in your domain, and keeps the gates current as your prompts, models and product change.
Vertical Agents Safety Review
For teams whose agents write into business systems. Free, 20 minutes.
Security
- Credentials are encrypted with AES-256-GCM. The agent types them by name, so their real values stay out of the model's context.
- SOC 2 in progress (not yet achieved). Data processing agreement (DPA) on request.
- Agentiqa is independent of the team and the tools that built the agent.
More in Security.
Read more
Vertical Agents Safety Review
For teams whose agents write into business systems. Free, 20 minutes.
FAQ
Every field that touches money on each entry, invoice or refund: amount, sign, currency, tax code, period, approval limit, and that it was saved once.
Benchmarks help you pick a model. They don't check what your agent writes into your billing or ERP system. A release gate runs your agent's own tasks and reads the result.
Yes, when the refund is part of a gate task. After the task, the gate reads the refunds back and checks that exactly one exists.
First release gates are live within 7 minutes. The 3-day enterprise rollout covers the riskiest actions in your domain with an Agentiqa engineer, on-site or remote.