When Buyers Ask ChatGPT, Do You Exist?
Search has split: Google rankings still matter, but the buying question increasingly gets asked to ChatGPT, Gemini, and Perplexity. We measure whether AI recommends you — with a system we built — and then we fix what the models see.
Capabilities
What We Design & Build
AI Share-of-Voice Benchmarking
A multi-LLM panel queries the questions your buyers actually ask, across the full buyer journey, and measures how often each model names you versus competitors.
AI Selection Readiness Audits
Being found is half the battle. We audit why a model would (or wouldn't) choose you — claims, evidence, comparisons — and produce the fix list.
Entity & Schema Optimization
Structured data, llms.txt, AI-crawler access, and entity-consistent profiles across the sources LLMs actually read — the technical layer of being knowable.
Answer-Ready Content Systems
Question-led, citable content produced programmatically — the format answer engines quote — feeding both classic SEO and AI answers.
Local SEO for Physical Businesses
LocalBusiness schema, Google Business Profile discipline, and voice-search-ready pages — live today for a New Jersey local business we run marketing for.
Marketing Automation That Compounds It
n8n and custom pipelines that turn visibility into pipeline: capture, enrich, score, nurture — built by a 20-year martech architect.
We Didn't Read About AEO. We Built the Measurement System.
For a life-sciences B2B client we built and operate an AI Buyer Journey Benchmark — a panel of leading models (GPT, Claude, Gemini, Perplexity) queried across the buyer journey to measure AI share-of-voice against named competitors — plus an AI Selection Readiness Audit that explains why AI picks who it picks. The foundation underneath: our founder scaled a healthcare platform to 6M+ monthly organic visitors.
- Multi-model LLM panel with per-run cost and token accounting
- Buyer-journey question sets, scored for brand share-of-voice
- Constrained LLM-judge classification with evidence grounding
- Web-evidence retrieval so audits cite what models actually see
- Deliverable: prioritized fix list across content, schema, and entities
- Track record: 6M+ monthly visitors scaled via SEO; up to 1,200% organic growth for agency clients
Engagement
How It Works
Benchmark
We run the AI panel on your market's buying questions and show you exactly where you stand — with receipts.
Fix the Foundations
Schema, entities, llms.txt, crawler access, and the answer-ready content the models are missing.
Re-Measure & Compound
Quarterly re-benchmarks track share-of-voice movement while automation turns new visibility into pipeline.
FAQ
Questions We Actually Get
Want This Running In Your Business?
Start with a free 30-minute systems audit. You'll leave with a scoped plan — whether you build with us or not.
Book the Free Audit