AGENT APPROVE | IN PRODUCTION

Prove your AI agent is ready before a single customer sees it.

Approve is the pre-production testing platform for AI agents in financial services. Stress-test edge cases, risk scenarios and compliance requirements at scale — then approve agents into production with audit-ready evidence, before a real customer ever interacts with them.

Pre-prod simulation panel

Pre-production testing at the scale financial services demands.

01

Agent connection

Plug in any agent via API, whether built in Agent Builder, in-house, or by a third party. No re-platforming required.

03

Risk & compliance validation

Every conversation is scored against an FCA-aligned risk taxonomy — Consumer Duty, suitability, vulnerability, conduct — with evidence captured for every flag.

02

Simulation & evaluation

Run your agent against 600+ synthetic customer personas and configurable risk scenarios — covering the edge cases and vulnerable customer interactions no manual review could replicate

AVENI DETECT

04

Reporting & approvals

Generate evaluation reports your compliance, risk and product leads can actually sign off on — with a full audit trail for every agent approved into production.

From connection to approval — proof your agent is ready for production.

CONNECT
Plug your agent into Approve
Connect any conversational AI agent to Agent Approve via a single API integration — whether it was built in Aveni Agent Builder, in-house, or by a third-party vendor. Bring the agent you've already built. No re-platforming, no rewriting required.
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SIMULATE
Personas + scenarios at scale
Run your agent against a library of 600+ synthetic personas — risk-averse retirees, first-time investors, vulnerable customers, high-net-worth individuals and more — paired with configurable scenarios. Every conversation is realistic. No real customer data, ever.
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VALIDATE
Risk & compliance validation
Every simulated conversation is evaluated against the Aveni Compliance Knowledge Hub — an FCA-aligned risk taxonomy spanning suitability, Consumer Duty, vulnerability, and conduct. Each issue is mapped to the rule or principle it touches, with evidence from the conversation attached.
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APPROVE
Reporting & stakeholder
sign-off
Every simulated conversation feeds into a single evaluation report — issue rates by persona, scenario and risk category, with evidence trails attached. Compliance, risk, and product leads can review, challenge and approve agents into production, with a full audit trail of who signed off, when and why.
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Pre-production testing, designed for financial services.

01
Test without customer data

600+ synthetic personas plus configurable scenarios mean you can validate agent behaviour at scale — no PII, no consent friction, no waiting on data clearance.

02
Evidence that satisfies regulators

Every issue is mapped to the Aveni Compliance Knowledge Hub — an FCA-aligned risk taxonomy spanning Consumer Duty, suitability, vulnerability and conduct. Approval reports compliance teams can actually sign.

03
Optimise time to market

Move from build → test → ship in days, not
months. Catch issues in pre-production
instead of in customer conversations — and
approve with confidence.

Agent Approve is in early access. We're looking for the right partners to shape it with us!

If you’re building AI agents and thinking seriously about pre-production governance, we’d like to show you what Approve has to offer and hear what you need.

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