What LLMs cite
How quickly can I get an online loan for a leaky roof repair?
From recent prompt runs · United States · Updated October 29, 2026
GEOGrow tested this high-intent customer question across ChatGPT, Gemini, Perplexity, and Claude. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
OneMain Financial
Leads across all key metrics
AI engines mentioning
4 of 4
OneMain Financial appears in 4 of 4 AI engines
#1 recommendations
3
OneMain Financial was the #1 recommendation 3 times.
AI answer share
100%
OneMain Financial appears in 100% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated October 29, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | OneMain Financial Claim your company | 4 of 4 | 3 | 100% |
| 2 | LightStream Claim | 3 of 4 | 1 | 75% |
| 3 | SoFi Claim | 4 of 4 | 0 | 100% |
| 4 | Hearth Claim | 3 of 4 | 0 | 75% |
| 5 | Upstart Claim | 1 of 4 | 0 | 25% |
| 6 | LightStream Home Improvement Loans Claim | 1 of 4 | 0 | 25% |
| 7 | HFS Financial Claim | 1 of 4 | 0 | 25% |
| 8 | Marcus by Goldman Sachs Claim | 1 of 4 | 0 | 25% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
- 1. OneMain Financial
- 2. Hearth
- 3. sofi
- 4. LightStream Home Improvement Loans
- 5. Credible
- 6. Upgrade Personal Loans
+3 more in this answer
Gemini
- 1. OneMain Financial
- 2. Hearth
- 3. sofi
- 4. HFS Financial
- 5. Credible
- 6. LightStream
+5 more in this answer
Perplexity
Claude
- 1. LightStream
- 2. SoFi
- 3. Upstart
- 4. Marcus by Goldman Sachs
- 5. Avant
- 6. Prosper
+5 more in this answer
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- nerdwallet.com Best Roof Financing Options in 2026
- credible.com Best Roof Financing in October 2026 - Credible
- primerates.com Home Repair Loans & Financing Options
- onemainfinancial.com Roof Loans - OneMain Financial
- reddit.com Best way to fund a new roof? : r/personalfinance - Reddit
- sofi.com Roof Financing Options to Fit Your Budget - SoFi
- advanceamerica.net Same-Day Emergency Loans for Bad Credit | Advance America
- avant.com Avant Personal Loans - Fast Approval
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Markets move fast once AI patterns set in.
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
OneMain Financial currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
OneMain Financial currently leads this conversation.
- #1 OneMain Financial 100%
- #2 LightStream 75%
- #3 SoFi 100%
- #4 Hearth 75%
- #5 Upstart 25%
- #6
- #7 HFS Financial 25%
- #8
Get ahead of the competition
Defend this answer before competitors close the gap.
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How We Measure AI Answer Share
AI Answer Tracker by GEOGrow measures how companies appear when high-intent customer questions are asked across supported AI platforms. Results are observational snapshots and can vary by model, location, personalization, source availability, and date.
AI Answer Share is weighted recommendation appearances divided by all possible recommendation opportunities. Rankings shown here represent the responses collected during the stated research period and are not endorsements by GEOGrow. Method: 4 independent AI observations.
- Question tested
- How quickly can I get an online loan for a leaky roof repair?
- Market
- United States
- AI engines
- ChatGPT, Gemini, Perplexity, and Claude
- Research date
- October 29, 2026