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Personal Loan Fintech Lenders

Self Employed Applicant

LLM Fanout Queries
Dominant · Search Engine Appearances ρ=0.552

AI recommendation signal analysis across 117 domains for the Self Employed Applicant persona in Personal Loan Fintech Lenders.

117Domains Tracked
7.5MReddit Posts
4,866Wikipedia Articles
728KOpen Web Matches
Self Employed Applicant_persona.report
QueryLLMs
"personal loan" "self employed" "best egg" or "upgrade" or "sofi" or "upstart" or "discover" or "lightstream"
1.0
best personal loans for self-employed borrowers 2024 2025 bank statement income verification
1.0
best personal loans for self-employed borrowers bank statements tax returns prequalification
1.0
best personal loans for self-employed gig workers bank statement income
1.0
best personal loans self-employed freelance gig workers
1.0
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About This Report

How to use this page

Persona view: this page is scoped to this persona's queries alone.
Use Case

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.

How It's Calculated

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.

Overview

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.

Model Comparison

Compare two models' fanout queries

The exact web searches each model ran while answering Self Employed Applicant questions. Pick a model for each column. Lists are short by nature: a model issues only a handful of searches per question.

  1. best personal loans for self-employed borrowers bank statements tax returns prequalification
  2. personal loan self employed borrowers bank statements prequalification lender
  3. fintech personal loans self employed borrowers tax returns variable income
  4. site:sofi.com personal loans self employed income verification prequalify
  5. site:upstart.com personal loans self employed income verification
  6. site:upgrade.com personal loan self employed income documents
  7. site:lendingclub.com personal loans self-employed income verification
  8. site:sofi.com personal loan prequalification self employed tax returns bank statements
  9. site:lightstream.com personal loans self employed income verification
  10. site:discover.com personal-loans self employed income verification
  11. site:bestegg.com personal loans self employed income verification
  12. site:lendingclub.com personal loans self employed tax returns bank statements
  13. site:prosper.com personal loan self employed income verification prequalify
  14. site:avant.com personal loans self employed income verification bank statements
  15. site:happy Money.com personal loan self employed income verification
  1. "personal loan" "self employed" "best egg" OR "upgrade" OR "sofi" OR "upstart" OR "discover" OR "lightstream"
Full Results

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.

QueryLLM CountLLMs
"personal loan" "self employed" "best egg" or "upgrade" or "sofi" or "upstart" or "discover" or "lightstream"1Gemini 3.5 Flash
best personal loans for self-employed borrowers 2024 2025 bank statement income verification1DeepSeek V4 Pro
best personal loans for self-employed borrowers bank statements tax returns prequalification1GPT 5.5
best personal loans for self-employed gig workers bank statement income1Claude Sonnet 5
best personal loans self-employed freelance gig workers1Claude Haiku 4.5
bluevine kabbage lendio oppfi self-employed small business loans 20261Claude Haiku 4.5
fintech lenders self-employed gig economy freelance income personal loan prequalification1DeepSeek V4 Pro
fintech lenders variable income self-employed underwriting1Claude Haiku 4.5
fintech personal loans self employed borrowers tax returns variable income1GPT 5.5
personal loan lenders that accept bank statements instead of tax returns self-employed1Claude Sonnet 5
personal loan providers self-employed bank statements income 2024 20251Claude Haiku 4.5
personal loan self employed borrowers bank statements prequalification lender1GPT 5.5
site:avant.com personal loans self employed income verification bank statements1GPT 5.5
site:bestegg.com personal loans self employed income verification1GPT 5.5
site:discover.com personal-loans self employed income verification1GPT 5.5
site:happy money.com personal loan self employed income verification1GPT 5.5
site:lendingclub.com personal loans self employed tax returns bank statements1GPT 5.5
site:lendingclub.com personal loans self-employed income verification1GPT 5.5
site:lightstream.com personal loans self employed income verification1GPT 5.5
site:prosper.com personal loan self employed income verification prequalify1GPT 5.5
site:sofi.com personal loan prequalification self employed tax returns bank statements1GPT 5.5
site:sofi.com personal loans self employed income verification prequalify1GPT 5.5
site:upgrade.com personal loan self employed income documents1GPT 5.5
site:upstart.com personal loans self employed income verification1GPT 5.5
upstart lendingclub lendfriend prosper personal loans self-employed 20261Claude Haiku 4.5