Retirement Planner
AI recommendation signal analysis across 307 domains for the Retirement Planner 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 Retirement Planner 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 United States reviews 2026 EnergySage top companies
- SolarReviews best solar companies 2026 residential installers
- This Old House best solar companies 2026
- Forbes best solar companies 2026
- best residential solar installers for retirees honest transparent reviews
- top national solar installers high ratings trust warranty
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 residential solar installers 2026 reviews reputation | 1 | Claude Sonnet 5 |
| best residential solar installers for retirees honest transparent reviews | 1 | Gemini 3.5 Flash |
| best residential solar installers no pressure sales seniors retirees 2024 | 1 | DeepSeek V4 Pro |
| best residential solar installers transparency no pressure retirement | 1 | Claude Haiku 4.5 |
| best residential solar installers united states reviews 2026 energysage top companies | 1 | GPT 5.5 |
| blue raven solar lumina solar venture solar trinity solar official websites | 1 | Claude Haiku 4.5 |
| forbes best solar companies 2026 | 1 | GPT 5.5 |
| most reliable solar companies long warranty local reputation 2024 reviews | 1 | DeepSeek V4 Pro |
| reputable solar installers honest pricing clear warranty coverage | 1 | Claude Haiku 4.5 |
| solar companies strong local reputation established years | 1 | Claude Haiku 4.5 |
| solar installer transparent pricing no teaser rates honest battery backup recommendations | 1 | DeepSeek V4 Pro |
| solarreviews best solar companies 2026 residential installers | 1 | GPT 5.5 |
| this old house best solar companies 2026 | 1 | GPT 5.5 |
| top national solar installers high ratings trust warranty | 1 | Gemini 3.5 Flash |
| top rated solar companies customer service reliability reviews | 1 | Claude Haiku 4.5 |
| top rated solar companies no pressure sales transparent pricing warranty | 1 | Claude Sonnet 5 |