Neutral
AI recommendation signal analysis across 225 domains for the Neutral persona in Residential Solar Installers.
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.
- best residential solar installers nationwide USA 2026 EnergySage SolarReviews This Old House Forbes
- SolarReviews best solar companies 2026 residential installers
- EnergySage best solar companies 2026 residential solar installers
- This Old House best solar companies 2026
- top residential solar installers 2026
- "best solar companies" site:cnet.com
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 solar companies" site:cnet.com | 1 | Gemini 3.5 Flash |
| best residential solar installers 2026 rankings | 1 | Claude Sonnet 5 |
| best residential solar installers nationwide usa 2026 energysage solarreviews this old house forbes | 1 | GPT 5.5 |
| best solar installation companies ratings reviews | 1 | Claude Haiku 4.5 |
| best solar panel installation companies residential usa reviews | 1 | DeepSeek V4 Pro |
| energysage best solar companies 2026 residential solar installers | 1 | GPT 5.5 |
| solarreviews best solar companies 2026 residential installers | 1 | GPT 5.5 |
| this old house best solar companies 2026 | 1 | GPT 5.5 |
| top residential solar installers 2026 | 1 | Gemini 3.5 Flash |
| top residential solar installers companies 2024 2025 best rated | 1 | DeepSeek V4 Pro |
| top residential solar installers companies 2026 | 1 | Claude Haiku 4.5 |
| top solar panel companies reviews consumer reports | 1 | Claude Sonnet 5 |