Find out how AI
your business — and
fix what they get wrong.
Most firms don't know whether ChatGPT, Gemini or Claude recommend them to buyers. We measure it across three dimensions today, publish every audit, and ship a fix plan. Perplexity, Google AI Overviews and Copilot are coming next — flagged honestly until they ship.
The first Friday breakdown ships when the first consented client audit clears review. We publish every audit with the firm's name on it — never anonymous, never un-checked. Subscribe to be there the day it lands.
Why this is empty: invented case studies discredit the real ones. CLAUDE.md hard rule #1.
The infrastructure most sites assume no longer applies.
We don't editorialise these. They are what they are. The interesting question is what your numbers look like inside this environment.
Every figure below is held back for verification. We will not assert an unverified stat as fact (CLAUDE.md §rule 2). Source-checked values replace these once the claims audit clears.
Presence
How often an AI assistant mentions your firm given a category prompt, across 24 prompt variants per platform.
Prominence
Position-weighted score. First-named worth more than third-named, worth more than buried in a longer list.
Sentiment
How the assistant describes you. Adjectives, qualifiers, hedges — coded against a controlled lexicon. Pending founder sign-off before it counts toward composite.
Citations
Which underlying pages the assistant cites. Maps to publishing strategy and source authority.
Competitive density
How crowded your category is at the AI layer; which competitors take the recommended slots.
Infrastructure
Whether crawlers can read your site: schema, robots, canonicals, render path. If this fails, every other score is structurally capped.
Feature
Audit
Audit + Fix
Audit + Fix + Monitor
Case Replay turns on the day our first consented engagement closes. Every audit shown here will name the firm, with their written permission, and the trajectory will be drawn from live scorecards — not reconstructed after the fact.
Why this is empty: a fabricated “11 → 67 in 12 weeks” would discredit the real one. CLAUDE.md hard rule #1.
Every audit ships with the firm's name on it, or with their explicit, written permission to anonymise. The archive fills one row at a time, every Friday, starting with the first consented engagement.
Why this is empty: a fake archive is exactly the kind of thing this firm exists not to do. CLAUDE.md hard rule #1.
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# Shape preview only — the API is not live in v1.
$ curl -X POST https://api.llmleaders.ai/v1/scorecard \
-H "Authorization: Bearer $LLM_KEY" \
-d '{
"url": "your-business.com",
"platforms": ["chatgpt","perplexity","gemini","claude"],
"depth": "full"
}'
# Response shape (planned):
{
"id": "sc_…",
"status": "running",
"url": "your-business.com",
"prompts": 144,
"platforms": 4,
"eta_s": 86
}What we will not do.
A category drowning in hype rewards firms willing to draw lines. These are ours. The list converts more clients than the tier table does.
- 01Invent acronyms. "Generative Engine Optimisation" is a category, not a deliverable.✕
- 02Charge enterprise prices for SME work. Or vice versa.✕
- 03Promise rankings on platforms whose rankings we do not control.✕
- 04Publish a case study without the client's name on it — or their explicit, written permission to anonymise.✕
- 05Write content the AI cannot read, then bill you for it.✕
- 06Sell you a retainer your business doesn't need. Most audits don't need one.✕
- 07Pretend the score will keep going up forever. Methodology evolves; sometimes scores reset.✕
- 08Soften this list. If we did, the rest of the site would mean less.✕
AI assistants now sit between buyers and businesses in roughly the way Google did between 2003 and 2018. The infrastructural work that won then still mostly wins now — schema, citations, source authority — but the surface is different, the prompts are different, and almost nobody is measuring what's happening with any rigour.
We do. We publish what we find. We charge prices a real business can pay. If we ever start sounding like every other agency in this category, write in and tell us.