Neutral
AI recommendation signal analysis across 88 domains for the Neutral persona in Credit Cards.
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 cards 2026 NerdWallet Forbes Advisor Bankrate CNBC Select
- best credit cards July 2026 creditcards.com The Points Guy WalletHub
- best credit card companies issuers customer satisfaction J.D. Power 2025 2026
- best credit cards official issuers Chase American Express Capital One Citi Discover Wells Fargo
- best credit card websites to compare cards
- best credit cards websites ranking
- best business credit cards sites ranking
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 |
|---|---|---|
| bankrate credit karma credit card reviews recommendations | 1 | Claude Haiku 4.5 |
| best business credit cards sites ranking | 1 | Gemini 3.5 Flash |
| best credit card companies issuers customer satisfaction j.d. power 2025 2026 | 1 | GPT 5.5 |
| best credit card comparison websites | 1 | Claude Sonnet 5 |
| best credit card review websites 2025 | 1 | DeepSeek V4 Pro |
| best credit card websites comparison reviews | 1 | Claude Haiku 4.5 |
| best credit card websites to compare cards | 1 | Gemini 3.5 Flash |
| best credit cards 2026 nerdwallet forbes advisor bankrate cnbc select | 1 | GPT 5.5 |
| best credit cards july 2026 creditcards.com the points guy wallethub | 1 | GPT 5.5 |
| best credit cards official issuers chase american express capital one citi discover wells fargo | 1 | GPT 5.5 |
| best credit cards websites ranking | 1 | Gemini 3.5 Flash |
| best websites to find credit cards apply online 2025 | 1 | DeepSeek V4 Pro |
| the points guy the doctor of credit credit card websites | 1 | Claude Haiku 4.5 |
| top credit card comparison sites rankings 2025 | 1 | DeepSeek V4 Pro |
| top credit card issuers in us | 1 | Claude Sonnet 5 |