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Subcategory · AI Citation Index

AI-Driven Personalization

AI-Driven Personalization shows flat consensus: 12 brands, zero repeat citations across 36 prompts, and erratic monthly scores from 0 to 67.

36 discovery queries · refreshed Sep 29, 2026

Discovery stage

The shortlist

Across 36 buyer-style "AI-Driven Personalization" queries

No brand appears in more than one prompt out of 36. intercom.com, unifygtm.com, and hubspot.com each hit 2.78% shortlist rates with two mentions and two-model diversity, tying for the lead. The remaining seven brands—mparticle.com, rudderstack.com, reply.io, salesforce.com (two Einstein variants), outreach.io, and callplaybook.com—register single mentions from single models, signaling zero buyer consensus.

2%2%3%3%3%Coverage — share of discovery prompts where the brand surfaces23%23%23%24%24%Engine diversity

Hover or click a logo to see brand details

X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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