AI search doesn't have one failure mode. It has four.
Training data gaps
If your content isn’t inside Common Crawl, Wikipedia, or the industry corpora your buyers trust, you don’t exist in the model’s memory.
Not invisibility. Absence.
Crawler blocking
GPTBot, ClaudeBot, Google-Extended — blocked by default on many sites.
If AI can’t index your content, it can’t train on it.
Hallucination
AI misrepresents your brand to buyers during vendor evaluation.
That misrepresentation is the last thing they read before deciding.
Citation absence
You rank well on Google.
AI still doesn’t recommend you.
Ranking authority and citation authority are different infrastructure.
Four phases. One complete picture of your AI visibility.
Phase 1 — Foundation & Benchmarking What AI knows about you right now.
Phase 2 — Content & Knowledge Graph What AI understands about your authority.
Phase 3 — Model Probing & Hallucination Detection What AI says about you, versus what’s true.
Phase 4 — Citation Engineering Who AI recommends, and how to get you in the room.
We ran the research every other agency is working from.
Then turned it into a service.
11M+ citations analysed
World’s largest AI citation study. Built in partnership with DataForSEO.
9 proprietary tools
Built for GEO. Not adapted from SEO.
Hallucination Risk Score
We find what AI says about your brand, score it, and engineer corrections into the corpus.
Verified ChatGPT API access
Not web scraping. Cleaner data. Different results.
Eleven deliverables. A complete picture of your citation probability, and exactly
- Target Prompt Database
- AI Crawler Compliance Audit
- Industry Corpus Inclusion Scorecard
- Training Data Coverage Report
- Training Data Gap Map & Remediation Roadmap
- AI Visibility Monitoring Dashboard
- Competitive Knowledge Graph & Topic Gap Analysis
- Hallucination Risk Assessment
- Citation Cluster & Centrality Map
- Co-Citation Gap Report & Outreach Target List
- 90-day GEO Roadmap
