Home Project Planner
AI recommendation signal analysis across 84 domains for the Home Project Planner persona in Personal Loan Fintech Lenders.
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 Home Project Planner questions. Pick a model for each column. Lists are short by nature: a model issues only a handful of searches per question.
- best personal loans home improvement APR fees funding time prepayment penalty 2026
- NerdWallet best home improvement loans personal loans APR fees funding prepayment penalty
- Bankrate best home improvement loans personal loans 2026
- Forbes Advisor best home improvement loans 2026
- LightStream home improvement loans APR no fees funding prepayment penalty
- SoFi home improvement loans APR fees funding prepayment penalty
- Discover personal loans home improvement APR fees funding prepayment penalty
- Upgrade home improvement loans APR origination fee funding prepayment
- LendingClub personal loan APR origination fee prepayment penalty funding
- Best Egg personal loans APR origination fee prepayment penalty funding
- Prosper personal loans APR origination fee prepayment penalty funding
- Upstart personal loans APR origination fee prepayment penalty funding
- top home improvement personal loan lenders review
- best personal loans for home improvement 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 personal loans for home improvement 2026 | 2 | Claude Sonnet 5Gemini 3.5 Flash |
| bankrate best home improvement loans personal loans 2026 | 1 | GPT 5.5 |
| best egg personal loans apr origination fee prepayment penalty funding | 1 | GPT 5.5 |
| best personal loan lenders home improvement financing 2026 | 1 | Claude Haiku 4.5 |
| best personal loans for home improvement 2025 fixed rates no prepayment penalty | 1 | DeepSeek V4 Pro |
| best personal loans home improvement apr fees funding time prepayment penalty 2026 | 1 | GPT 5.5 |
| discover personal loans home improvement apr fees funding prepayment penalty | 1 | GPT 5.5 |
| forbes advisor best home improvement loans 2026 | 1 | GPT 5.5 |
| lendingclub personal loan apr origination fee prepayment penalty funding | 1 | GPT 5.5 |
| lightstream home improvement loans apr no fees funding prepayment penalty | 1 | GPT 5.5 |
| nerdwallet best home improvement loans personal loans apr fees funding prepayment penalty | 1 | GPT 5.5 |
| personal loan companies transparent apr fixed rates no early repayment penalty | 1 | Claude Haiku 4.5 |
| personal loan for home improvement vs credit card contractor financing 2025 comparison | 1 | DeepSeek V4 Pro |
| prosper personal loans apr origination fee prepayment penalty funding | 1 | GPT 5.5 |
| sofi home improvement loans apr fees funding prepayment penalty | 1 | GPT 5.5 |
| sofi upstart prosper best egg lendingclub domain websites 2026 | 1 | Claude Haiku 4.5 |
| top fintech lenders home renovation personal loans fast funding 2025 | 1 | DeepSeek V4 Pro |
| top fintech personal loan providers homeowners | 1 | Claude Haiku 4.5 |
| top home improvement personal loan lenders fixed rate no prepayment penalty | 1 | Claude Sonnet 5 |
| top home improvement personal loan lenders review | 1 | Gemini 3.5 Flash |
| upgrade home improvement loans apr origination fee funding prepayment | 1 | GPT 5.5 |
| upstart personal loans apr origination fee prepayment penalty funding | 1 | GPT 5.5 |