// 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.
- Hightouch AI DecisioningWarehouse-Native AI · 12 responses · last 4 days ago10hallucinations
- WriterEnterprise Content Platform · 12 responses · last 4 days ago8hallucinations
- 11xAI SDR · 9 responses · last 11 days ago7hallucinations
- OmnekyCreative Generation · 9 responses · last 11 days ago7hallucinations
- RunwayVideo Generation · 12 responses · last 4 days ago4hallucinations
- DecagonConversational AI · 12 responses · last 4 days ago4hallucinations
- Relevance AIAI Workflow Builder · 9 responses · last 11 days ago4hallucinations
- HubSpot BreezeConversational AI · 12 responses · last 4 days ago3hallucinations
- WritesonicContent Generation · 12 responses · last 4 days ago3hallucinations
- ArtisanAI SDR · 12 responses · last 4 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.
- WriterEnterprise Content Platform · 12 responses · last 4 days ago100%visibility
- FraseSEO Content Optimization · 12 responses · last 4 days ago100%visibility
- PostscriptSMS Marketing · 12 responses · last 4 days ago100%visibility
- RunwayVideo Generation · 12 responses · last 4 days ago100%visibility
- ArtisanAI SDR · 12 responses · last 4 days ago100%visibility
- PersadoMessage Optimization · 12 responses · last 4 days ago100%visibility
- AttentiveSMS Marketing · 12 responses · last 4 days ago100%visibility
- Surfer SEOSEO Content Optimization · 12 responses · last 11 days ago100%visibility
- ElevenLabsVoice AI · 12 responses · last 11 days ago100%visibility
- Canva Magic StudioCreative Generation · 12 responses · last 11 days ago100%visibility