Neutral
AI recommendation signal analysis across 63 domains for the Neutral persona in Credit Monitoring Services.
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.
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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.
- best credit monitoring services 2026 reviews NerdWallet Experian IdentityForce Credit Karma myFICO
- best credit monitoring services 2026 CNBC Select US News Forbes Advisor
- FTC credit monitoring identity theft free credit reports credit monitoring
- Consumer Reports credit monitoring identity theft protection services
- best credit monitoring services 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 credit monitoring services 2026 | 2 | Claude Sonnet 5Gemini 3.5 Flash |
| "lifelock.com" "identityforce.com" "idshield.com" "dovly.com" "creditship.ai" domain | 1 | Claude Haiku 4.5 |
| best credit monitoring services 2025 top rated | 1 | DeepSeek V4 Pro |
| best credit monitoring services 2026 cnbc select us news forbes advisor | 1 | GPT 5.5 |
| best credit monitoring services 2026 reviews nerdwallet experian identityforce credit karma myfico | 1 | GPT 5.5 |
| consumer reports credit monitoring identity theft protection services | 1 | GPT 5.5 |
| experian aura credit karma lifelock identityforce domain websites | 1 | Claude Haiku 4.5 |
| ftc credit monitoring identity theft free credit reports credit monitoring | 1 | GPT 5.5 |
| myfico privacyguard idshield dovly creditship domain names websites | 1 | Claude Haiku 4.5 |
| top 10 best credit monitoring services 2026 | 1 | Claude Haiku 4.5 |
| top credit monitoring services comparison reviews | 1 | Claude Sonnet 5 |
| top credit monitoring websites comparison review 2025 | 1 | DeepSeek V4 Pro |