AI Engine Optimization · 2026

Are you invisible
to ChatGPT?

73% of B2B buyers now start product research with an AI assistant. We empirically test your brand against GPT-4o, Gemini, and Claude — then deliver a boardroom-grade audit in 45 seconds.

Run Your Free Audit
No email required. Results delivered as a signed PDF.
Phrase it exactly as your buyer would ask ChatGPT.

Empirically tests 3 frontier models · Returns a signed PDF

3
AI Engines Tested
<45s
Time to Report
12
Remediation Steps

How It Works

Empirical measurement, not opinion. Mathematical scoring, not hallucination.

01

Empirical Test

Your buyer-intent query is dispatched to GPT-4o-mini, Gemini Flash, and Claude 4.5 Haiku in parallel — capturing the top 5 brands each engine recommends.

02

Mathematical Scoring

Share-of-Voice is computed from rank position across all three engines. Pure measurement — no LLM hallucination in the scoring layer.

03

Analyst Briefing

A 12-page PDF with the verdict, root-cause diagnosis, financial risk analysis, competitive landscape, and a 12-step remediation roadmap.

Initializing audit pipeline...
Empirical multi-engine measurement in progress