BRAIN
HUGGERS
BUREAU
●  AI Readiness Audit
Score my brand

How legible is
your brand to AI?

A free, no-signup audit. Enter your URL — we read your public site and score how clearly LLMs and AI agents can identify, reproduce and represent your brand.

No account · No email · Report at an unguessable link + PDF

The problem

When someone asks an AI about your brand,
it answers from your site.

It doesn't call you. It reads what you've published — your copy, your structure, your metadata, your assets — and fills the gaps by guessing. This audit shows you how clearly it can read you, before it guesses.

How it works

01 / Crawl
Crawl

We read your public site the way a machine does — copy, structure, metadata, assets. No login, nothing you don't already expose.

02 / Score
Score

Language models assess what we found against a fixed six-part rubric. Every score is computed in code, not vibes.

03 / Share
Share

You get a report at an unguessable link, plus a PDF. Send it to your team. Re-run it after you ship changes.

Six dimensions

What we score

DIM #01

Voice & Tone Clarity

Can an AI reliably reproduce new copy in your voice?

DIM #02

AI Discoverability

Can an AI explain your positioning in one sentence without hallucinating?

DIM #03

Prompt Translatability

Do your guidelines convert cleanly into an LLM system prompt?

DIM #04

Asset Machine-Readability

Are logos, colours, type and structured data machine-consumable?

DIM #05N/A CAPABLE

Agentic Commerce Readiness

Would AI shopping agents surface and price you correctly? N/A for non-commerce brands.

DIM #06

LLM Round-Trip Fidelity

Do distinctive brand attributes survive generate → reconstruct → compare?

Sample report

SAMPLE · acme-studio.com
Overall score
7.4/10
AI-Capable
Machines can identify you and mostly get you right. Sharp on voice; soft on machine-readable assets.
Voice & Tone Clarity8.1
AI Discoverability6.8
Prompt Translatability7.5
Asset Machine-Readability5.9
Agentic Commerce ReadinessN/A
Not a commerce brand — excluded from the mean
LLM Round-Trip Fidelity8.6
Mean of 5 assessed dimensions · computed in codeOPEN FULL DOSSIER

The tier ladder

AI-Invisible
1.0–3.9
AI-Emerging
4.0–5.9
AI-Capable
6.0–7.4
◄ sample
AI-Ready
7.5–8.9
AI-Native
9.0–10

Methodology · the honest scope

It measures how clearly LLMs and AI agents can identify, reproduce and represent your brand from what your site exposes. Scores are a directional assessment, computed in code — not a guarantee of how any specific AI system will treat your brand. It does not query live AI assistants or search engines.

FAQ

Does this query ChatGPT, Gemini or Google about my brand?

No. It measures how clearly LLMs and AI agents can identify, reproduce and represent your brand from what your site exposes. It does not query live AI assistants or search engines.

Is the score a guarantee?

No. Scores are a directional assessment, computed in code — not a guarantee of how any specific AI system will treat your brand.

Do I need an account?

No. Enter a URL, get a report. Nothing to sign up for, nothing to install.

What if I don't sell anything online?

Agentic Commerce Readiness shows N/A and is excluded from the mean. We never fake a zero for a dimension that doesn't apply to your brand.

See what the machines see

One URL. One directional score. Zero signup. Re-run it every time you ship.