Neutral
AI recommendation signal analysis across 123 domains for the Neutral persona in Martech CDP Attribution Software.
This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.
Get in touch →How to use this page
See the searches AI runs for itself
When an AI model needs the web to answer, it writes its own search queries. These are those queries, word for word. They show how machines translate buyer questions into searches, so make sure your pages answer the queries the models actually run, not just the ones humans type.
Where the numbers come from
During the LLM runs that used web search, we captured every search query each model issued for this segment's questions. Counts are small by nature: a model typically runs only a handful of these searches per question.
What's on this page
A side-by-side comparison of any two models' queries, and a table of every query with the models that used it.
Compare two models' fanout queries
The exact web searches each model ran while answering Neutral questions. Pick a model for each column. Lists are short by nature: a model issues only a handful of searches per question.
- Gartner Magic Quadrant Customer Data Platforms 2025 leaders
- Forrester Wave Customer Data Platforms 2024 leaders
- G2 best customer data platform software 2026
- G2 best marketing attribution software 2026
- top marketing attribution software martech platforms
- top customer data platform CDP software 2026
All fanout queries
Every fanout query for this segment, with how many models used it and which ones. Overlap between models means they translated the same buyer question into the same search, a strong signal that ranking for that query matters.
| Query | LLM Count | LLMs |
|---|---|---|
| best customer data platform cdp comparison 2025 gartner forrester | 1 | DeepSeek V4 Pro |
| best customer data platform cdp software recommendations | 1 | Claude Haiku 4.5 |
| best marketing attribution software 2026 | 1 | Claude Sonnet 5 |
| forrester wave customer data platforms 2024 leaders | 1 | GPT 5.5 |
| g2 best customer data platform software 2026 | 1 | GPT 5.5 |
| g2 best marketing attribution software 2026 | 1 | GPT 5.5 |
| gartner magic quadrant customer data platforms 2025 leaders | 1 | GPT 5.5 |
| leading marketing attribution software solutions | 1 | Claude Haiku 4.5 |
| top cdp customer data platform vendors 2026 | 1 | Claude Sonnet 5 |
| top customer data platform cdp software 2026 | 1 | Gemini 3.5 Flash |
| top marketing attribution software businesses 2025 | 1 | DeepSeek V4 Pro |
| top marketing attribution software martech platforms | 1 | Gemini 3.5 Flash |
| top martech cdp attribution software platforms 2024 2025 | 1 | DeepSeek V4 Pro |
| top martech cdp attribution software platforms 2026 | 1 | Claude Haiku 4.5 |