// intel / ai_drift
How AI describes marketing vendors
Every week we ask Gemini and Perplexity what they know about each vendor in our directory, then compare their answers against the verified facts on every vendor page. Below: who's invisible to AI, whose AI descriptions contradict reality, and who's winning the answer box.
500 audited responses · refreshed weekly
$ hallucination_leaders
Vendors whose AI descriptions contain the most contradictions to their verified profile.
- OmnekyCreative Generation · 9 responses · last 7 days ago10hallucinations
- WriterEnterprise Content Platform · 9 responses · last 7 days ago7hallucinations
- Hightouch AI DecisioningWarehouse-Native AI · 12 responses · last today6hallucinations
- FraseSEO Content Optimization · 12 responses · last today6hallucinations
- Relevance AIAI Workflow Builder · 9 responses · last 7 days ago5hallucinations
- LavenderSales Enablement · 12 responses · last today4hallucinations
- MutinyPersonalization · 12 responses · last today4hallucinations
- 11xAI SDR · 9 responses · last 7 days ago4hallucinations
- RunwayVideo Generation · 12 responses · last today3hallucinations
- Surfer SEOSEO Content Optimization · 12 responses · last 7 days ago3hallucinations
$ invisible_to_ai
Vendors that AI assistants don't recommend even when asked about their category.
No data yet. The first weekly audit will populate this.
$ ai_answer_winners
Vendors most consistently surfaced by AI assistants.
- FraseSEO Content Optimization · 12 responses · last today100%visibility
- Adobe FireflyCreative Generation · 12 responses · last today100%visibility
- RunwayVideo Generation · 12 responses · last today100%visibility
- AttentiveSMS Marketing · 12 responses · last today100%visibility
- Surfer SEOSEO Content Optimization · 12 responses · last 7 days ago100%visibility
- ElevenLabsVoice AI · 12 responses · last 7 days ago100%visibility
- BrazeCross-Channel Decisioning · 12 responses · last 7 days ago100%visibility
- ClayData Enrichment · 9 responses · last 7 days ago100%visibility
- HeygenVideo Generation · 12 responses · last today92%visibility
- ArtisanAI SDR · 12 responses · last today92%visibility