What LLMs cite
Compare online lenders for emergency home improvement loans
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
SoFi
Leads across all key metrics
AI engines mentioning
4 of 4
SoFi appears in 4 of 4 AI engines
#1 recommendations
2
SoFi was the #1 recommendation twice.
AI answer share
100%
SoFi 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 | SoFi Claim your company | 4 of 4 | 2 | 100% |
| 2 | LightStream Claim | 2 of 4 | 2 | 50% |
| 3 | Upgrade Personal Loan Claim | 1 of 4 | 0 | 25% |
| 4 | Upgrade Claim | 2 of 4 | 0 | 50% |
| 5 | Best Egg Claim | 3 of 4 | 0 | 75% |
| 6 | Avant Claim | 3 of 4 | 0 | 75% |
| 7 | Discover Personal Loans Claim | 2 of 4 | 0 | 50% |
| 8 | Gerald Claim | 1 of 4 | 0 | 25% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
- 1. LightStream
- 2. sofi
- 3. Upgrade
- 4. Discover Personal Loans
- 5. LendingClub
- 6. Best Egg
+5 more in this answer
Gemini
Perplexity
Claude
- 1. LightStream
- 2. SoFi
- 3. Upgrade
- 4. Avant
- 5. Marcus by Goldman Sachs
- 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.
- joingerald.com Top-Rated Personal Loan Options for Home Repairs in 2026
- joingerald.com Find Suitable Online Borrowing for Home Repairs
- joingerald.com Best Home Repair Financing for Credit Rebuilding in 2026
- joingerald.com Compare 5 Short-Term Home Repair Funding Options
- joingerald.com Best Personal Loans for Home Repairs 2026 - Gerald app
- joingerald.com Top-Rated Personal Loans for Home Repairs - Gerald app
- joingerald.com Best Home Repair Loans for Homeowners in 2026 - Gerald app
- nerdwallet.com Best Home Improvement Loans of October 2026
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Markets move fast once AI patterns set in.
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
SoFi currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
SoFi currently leads this conversation.
Get ahead of the competition
Defend this answer before competitors close the gap.
Multiple businesses already appear in this answer set. Claim your company, improve your visibility, and compete for the recommendations students and institutions will actually see.
Leading in AI is an advantage — keeping it is the strategy.
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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
- Compare online lenders for emergency home improvement loans
- Market
- United States
- AI engines
- ChatGPT, Gemini, Perplexity, and Claude
- Research date
- October 29, 2026