Evol-AI · You lead, your AI team works for you
Upgrader · AI at the service of your Business

Building an AI agent team is a lever · keeping it sharp is a craft

For the most advanced — those who have already built their AI Agents
An AI TEAM Audit Assistant
AI as the inspector of your own AI
it opens, it measures, it cites its evidence: reliability, output quality, efficiency, stability

Launch the AUDITOR — free What it looks at
Agents that are not always reliable, output quality that fluctuates, unstable efficiency? Evol-AI UPGRADER 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 4 layers of inspection

One AI team looked at on the evidence, never on what is said about it

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.
The execution boundary
A brick runs in one specific place: in the cloud, on your computer, in a browser. Example: a task scheduled overnight in the cloud, with an instruction that says "open the browser". There is no browser where it runs. It does not return an error, it returns an empty result.

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: if a folder holds your instructions, the AUDITOR opens them itself; otherwise it asks. Either way: read-only, no file touched.

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 · CALIBROR — the certified rework
Corrections applied to your real configurations, in the order of their impact — not a generic catalog. Whole files to replace, certified with no function lost. Delivered within 3 business days from your upload. €1,897 excl. VAT — launch price, first 5 files. Discover CALIBROR →
4 · The second pass
A team that lives drifts. The AUDITOR stays installed: relaunching it is one word — and the report then says what moved.

The AUDITOR is open

Nothing is sent anywhere
No credential, no connector, no authorisation. Read-only: no file modified, moved or deleted.
One payment, no subscription
The tool stays usable indefinitely. Nothing to cancel, because there is nothing to subscribe to.
Built for real use before it was ever sold
Every Evol-AI tool runs in-house first, every day, before it is offered. What does not hold up in daily use never ships.
In the language you use
The tool picks up your language from the first message and stays there — questions, findings, report. Nothing to set.
Nothing to change, nothing to migrate
It runs on what is already in place, whatever the stack.
A question, a blocker?
We answer: dev@evol-love.com, or live on Skool.
No commitment
No card required for the free entry point.

The guide installs into your working environment, or pastes into a conversation — the entry audit is free

Launch the AUDITOR — free

Frequently asked questions

Auditing and optimising an AI agent team

How do I audit an AI agent team?
You inspect it across 4 layers — the design (each agent's instructions), the output (the deliverables produced), the orchestration (who calls whom) and the execution boundary (a cloud task told to open a local browser, for instance). Evol-AI Upgrader scores each layer with the evidence cited. The Auditor is the free entry point; no credential or connector is required, and it is read-only.
How do I keep an AI agent team reliable over time?
A team that lives drifts — contradictions, duplicates and structural debt stay invisible until they cost. Building it is a lever; keeping it sharp is a craft. Evol-AI Upgrader measures reliability, output quality, efficiency and stability, scores each signal and routes it to what can actually close it, then the second pass, free, says what moved.
How do I optimise an existing AI agent team?
Start with a scored verdict (a score per agent and overall: what holds, what drifts, what costs), then apply the levers in order of impact — calibrated to your team, not a generic catalog. Evol-AI Upgrader works with any stack (Claude Projects, GPTs, n8n, Make, CrewAI…); the entry Auditor is free.
Is my data sent anywhere?
No. No credential, no connector, no authorisation to grant. The tool is read-only: it modifies, moves and deletes nothing. What it reads stays on your machine or in your conversation — which belongs to you, not to Evol-AI.
Is there a subscription?
None. One payment, once. The tool stays usable indefinitely, with no renewal and no end date. There is nothing to cancel because there is nothing to subscribe to.
What happens if I stop my AI subscription?
Nothing disappears on the Evol-AI side. The tools are files: they stay, they are reusable, and they move from one AI to another. What you built belongs to you.
And if I have a question or a problem?
We answer. By email at dev@evol-love.com, or directly in the Skool Evol-AI community. Nobody is left alone in front of their screen.