Upgrader · AI at the service of your Business

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

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

Start the AUDITOR — free

The market sells you the build, never how it holds over time

Nobody offers to keep it sharp

You are sold agents, templates, methods to build. And then nothing Structural debt — contradictions, duplicates, drift — stays invisible until the day it costs It never breaks loudly: it settles in

Evol-AI UPGRADER makes sure they stay reliable

What it changes, concretely

Not promises · findings, with the evidence quoted

Contradictions

Two rules that cancel each other out, quoted and located

Duplicates

One instruction copied in 3 places, already diverging

Broken relays

The agent nobody calls any more

Guardrails

Whatever sends, publishes or deletes without a validation beside it

The execution boundary

Where each brick actually runs: cloud, computer, browser · put in the wrong place, it fails without saying so

Cost

What that debt takes every week — your numbers, not mine

The 4 inspection layers

An AI team looked at on the evidence, never on the story told about it

What is the execution boundary?A brick runs in one precise place: in the cloud, on your computer, in a browser · a task scheduled overnight in the cloud, asked to open a browser, returns no error at all — it simply does nothing · it is the most expensive failure, because it is invisible
And if nothing is broken, just scattered?Then there is nothing to fix, there is something to assemble · the AUDITOR says so and points you to Team Builder · and if the agents are not in place yet, to The Scan, which frames the project before anything is built on it
Design
Each agent's instructions: rules that cancel each other out, hard-coded values that contradict the source of truth, overlapping scopes
Output
The deliverables actually produced: mission held, depth against generic, stability from one output to the next
Orchestration
Who calls whom, the relays, the loops · where a team goes round in circles without anyone seeing it
The execution boundary
A brick runs in one precise place: in the cloud, on your computer, in a browser · a task scheduled overnight in the cloud, told to open the browser, returns no error — it returns an empty result

A team that lives drifts — that is the sign it is running

An installation that accumulates debt is an installation that serves. The problem is not that it drifts: it is that it cannot be seen with the naked eye, and that it is paid in maintenance time without ever showing on an invoice

The AUDITOR puts a number on it, and it stays installed : running it again in 3 months takes one word · the report will say what was closed, what came back, what appeared

The Process

The audit first · the levers next

Before the fix — Evol-AI AUDITOR
Free It opens your instructions, measures them on 4 axes and 10 signals, quotes an extract on every line · output: a score per agent, the map of the installation, the order of the fixes

Start the AUDITOR — free

CALIBROR · the certified fix
Delivered within 3 working days of your submission — contradictions removed, values aligned on a single source · guardrails placed on whatever is irreversible · whole files replaced, never pieces stitched back together · certified with no function lost on the way

Discover CALIBROR

If your instructions hold but nothing connects them, there is nothing to fix — there is something to assemble · the AUDITOR says so, and sends you to the right place

Frequently asked questions

Auditing and optimising an AI agent team

Which tools does the AUDITOR work with ?Whichever one is already in place — Claude Projects and Skills, custom GPTs, n8n, Make, CrewAI, AutoGen, LangGraph, in-house assistants. No credentials, no permissions, no connectors: if a folder holds the instructions, the AUDITOR opens it itself, otherwise it asks. Either way, read-only — no file is modified
How do you audit your AI agent team?You inspect it on 4 layers — design, output, orchestration and the execution boundary · Evol-AI Upgrader scores each layer, with the evidence quoted · the AUDITOR is the free entry point: no credentials, no permissions, no connectors, and it is read-only
How do you keep an AI agent team reliable over time?A team that lives drifts — contradictions, duplicates and structural debt stay invisible until the day it costs · building it is a lever; keeping it sharp is a craft · then the second pass, free, says what moved — and what held
How do you optimise an AI agent team already in place?You start from a scored verdict, then apply the levers in order of impact — calibrated on your team, not a generic catalogue · every finding comes out with its repair path, including when the honest answer is that there is none
Subscription, or one payment?One payment · lifetime access, updates included — no recurring charge
What language does the tool work in?Yours · you write in your language, it answers in your language
Is what I paste confidential?The tool runs inside your own AI, on your account · no access to your systems is requested, and what you paste never leaves your conversation
Do I need to know how to prompt or code?No · a text to copy, a guide that unfolds — you let it lead you, step by step
A question, a blocker?We answer — dev@evol-love.com, or directly on Skool