Agents that are not always reliable, output quality that fluctuates, unstable efficiency? Evol-AI PERFORMER makes sure they stay reliable

The market sells the build, never the upkeep of quality over time. Nobody offers maintenance at level. Structural debt — contradictions, duplicates, drift — stays invisible until the day it costs.

The 3 levels of inspection

One AI team across 3 layers

The design
The instructions of each agent: contradictions, rules that cancel each other out, hard-coded values that contradict the source of truth, overlapping scopes.

The output
The deliverables actually produced: alignment with the mission, depth versus generic, stability from one output to the next.

The orchestration
Who calls whom, the handovers, the loops. Where a team goes round in circles without anyone seeing it.

It works whatever your stack — Claude Projects and Skills, custom GPTs, n8n, Make, CrewAI, AutoGen, LangGraph, in-house assistants. No access to your systems is required: you export your text files, the audit runs on them.

How it runs

The audit first. The levers next

1 · THE AUDITOR — the free entry point
It audits the structure of the AI team already in place and scores it, criterion by criterion, with the evidence cited.

2 · The scored verdict
A score per agent and an overall score. What holds, what drifts, what costs.

3 · The levers, calibrated to your team
The corrections proposed next, in the order of their impact — not a generic catalog.

4 · The monitoring
A team that lives drifts. Follow-up keeps it aligned over time.

The Auditor opens on request

Write to Evol-AI with what you have built — the entry audit is free

Request an audit