oppalerts.com →
Personal Loan Fintech Lenders

Home Project Planner

LLM Search+Fanout Visibility
Dominant · Best Search Engine Rank ρ=0.829

AI recommendation signal analysis across 84 domains for the Home Project Planner persona in Personal Loan Fintech Lenders.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
84Domains Tracked
10.7MReddit Posts
8,739Wikipedia Articles
1.6MOpen Web Matches
Home Project Planner_persona.report
DomainScore
lightstream.com
9.7
sofi.com
4.3
discover.com
1.7
upgrade.com
0.8
nerdwallet.com
0.7
Want a custom AI visibility audit for 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
About This Report

How to use this page

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

See what AI reads before it answers

Fanout queries are the web searches a model runs mid-answer. The pages it retrieves and cites are the sources shaping its recommendations, so treat the citation lists as your target list for earning coverage, mentions, and links.

How It's Calculated

Where the numbers come from

Scoped to the runs where models used web search. Same rank-weighted scoring as LLM Search Visibility, plus every URL the searches retrieved (citation sources) and every URL actually cited in answers (citations), aggregated by frequency.

Overview

What's on this page

Domain rankings for web-search-augmented runs and the full citation and citation-source URL lists, filterable by model.

LLM Data

Top LLM-recommended domains

How often AI models recommended each domain specifically via web-search fanout queries when answering Home Project Planner queries, a subset of the runs behind the main LLM Search Visibility report, not the full combined dataset. The left chart shows raw recommendation counts, the right shows what percentage of queries included that domain.

Score (below) is the primary ranking metric: a weighted-reciprocal-rank sum across every model and run, where each model's contribution is scaled by that model's influence weight.

Only these five models ran web-search fanout queries. The checkboxes filter these charts and the Citations / Citation Sources lists below; updates automatically as you check/uncheck.

LLM Data

Citations

Every URL the models actually cited in their final answers to Home Project Planner fanout queries, aggregated by how often each URL was cited. Filtered by the model checkboxes above.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
Best Home Improvement Loans of July 2026 - NerdWallethttps://www.nerdwallet.com/personal-loans/best/home-improvement-loans249971495
bankrate.comhttps://www.bankrate.com/loans/home-improvement/rates/250962195
forbes.comhttps://www.forbes.com/advisor/personal-loans/best-home-improvement-loans/268973295
Best home improvement loans in 2026: What you need to know | Fortunehttps://fortune.com/article/best-home-improvement-loans/259975396
The best home improvement loans of 2026https://www.cnbc.com/select/best-home-improvement-loans/262972495
https://www.investopedia.com/lightstream-personal-loans-review-4800841https://www.investopedia.com/lightstream-personal-loans-review-4800841158972195
Best Home Improvement Loans & Financing | PrimeRateshttps://primerates.com/personal-loans/home-improvement/1395494
Home Improvement Financing | LightStream by Truisthttps://www.lightstream.com/home-improvement-loan?utm_source=openai12895794
https://www.investopedia.com/sofi-personal-loans-review-4797398https://www.investopedia.com/sofi-personal-loans-review-4797398158972195
Home Improvement Loans with Same Day Funding | SoFihttps://www.sofi.com/personal-loans/home-improvement-loans/?pp=0&utm_source=openai143971495
https://www.usbank.com/loans-credit-lines/personal-loans-and-lines-of-credit/home-improvement-personal-loan.htmlhttps://www.usbank.com/loans-credit-lines/personal-loans-and-lines-of-credit/home-improvement-personal-loan.html144961695
lendingtree.comhttps://www.lendingtree.com/personal/home-improvements/14597994
Discover Personal Loans review: Are There Really No Fees?https://www.finder.com/personal-loans/discover-personal-loans?utm_source=openai140961194
https://www.investopedia.com/american-express-personal-loans-review-5069612https://www.investopedia.com/american-express-personal-loans-review-5069612158972195
Home Improvement Loans | Wells Fargohttps://www.wellsfargo.com/personal-loans/home-improvement/146962195
credible.comhttps://www.credible.com/personal-loan/home-improvement-loans12795594
Home Improvement Personal Loans - No Collateral | Upgradehttps://www.upgrade.com/personal-loans/home-improvement/?utm_source=openai129961594
https://www.businessinsider.com/personal-finance/personal-loans/best-personal-loans-home-improvementhttps://www.businessinsider.com/personal-finance/personal-loans/best-personal-loans-home-improvement162972895
Best Personal Loans of July 2026 | Moneyhttps://money.com/best-personal-loans/146973895
7 Best Home Improvement Loans [July 2026]https://wallethub.com/personal-loans/home-improvement-loans140963595
experian.comhttps://www.experian.com/loans/personal/home-improvement-loans/153972295
Personal Loans: Apply Online, Quick Rate Check | Upstarthttps://www.upstart.com/pl1-nonbrand-v2?utm_source=openai12996895
https://www.investopedia.com/best-egg-personal-loans-review-4771974https://www.investopedia.com/best-egg-personal-loans-review-4771974158972195
Best Personal Loans Of July 2026: Compare Top Lendershttps://www.forbes.com/advisor/personal-loans/best-personal-loans/168973295
Best Home Improvement Loans of 2026: Compare Rates, Terms, and Alternativeshttps://lendedu.com/blog/best-home-improvement-loans/131962695
https://www.bankrate.com/loans/personal-loans/rates/https://www.bankrate.com/loans/personal-loans/rates/150962195
Personal Loans - Apply online for a low rate loan through Prosperhttps://www.prosper.com/personal-loans?utm_source=openai132962195
https://www.nerdwallet.com/m/loans/personal-loans/quick-personal-loans-fast-cashhttps://www.nerdwallet.com/m/loans/personal-loans/quick-personal-loans-fast-cash149971495
Best Personal Loans with the Lowest Rates in July 2026 | LendingTreehttps://www.lendingtree.com/personal/14597994
https://www.forbes.com/advisor/loans/personal-loans/best-home-improvement-loans/https://www.forbes.com/advisor/loans/personal-loans/best-home-improvement-loans/168973295
Best Egg Personal Loans Review: Pros, Cons & Verdict – Forbes Advisorhttps://www.forbes.com/advisor/personal-loans/best-egg-personal-loans-review/?utm_source=openai168973295
https://www.bankrate.com/loans/personal-loans/pros-and-cons-of-home-improvement-loans/https://www.bankrate.com/loans/personal-loans/pros-and-cons-of-home-improvement-loans/150962195
The Best Personal Loan Companies (2026 Guide)https://www.consumeraffairs.com/finance/personal-loans/14797795
https://www.lendingtree.com/personal/best-home-improvement-loans/https://www.lendingtree.com/personal/best-home-improvement-loans/14597994
Is LendingClub Legit? Learn How It Works in Our Reviewhttps://www.finder.com/personal-loans/lendingclub-personal-loan-review?utm_source=openai140961194
https://themortgagereports.com/121371/how-to-finance-a-home-renovation-without-equityhttps://themortgagereports.com/121371/how-to-finance-a-home-renovation-without-equity130962795
Personal Loan Rates: Best Lenders of July 2026 - Crediblehttps://www.credible.com/personal-loan12795594
https://www.experian.com/blogs/ask-experian/best-home-improvement-loans/https://www.experian.com/blogs/ask-experian/best-home-improvement-loans/153972295
Best Home Improvement Loans Of 2026 – Forbes Advisorhttps://www.forbes.com/advisor/personal-loans/best-home-improvement-loans/?utm_source=openai168973295
Best Home Improvement Loan Rates in June 2026 | Bankratehttps://www.bankrate.com/loans/home-improvement/rates/?utm_source=openai150962195
LLM Data

Citation sources

Every URL the models' web searches retrieved while answering: the wider pool the citations above were drawn from, aggregated the same way and filtered by the same model checkboxes.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
bankrate.comhttps://www.bankrate.com/loans/home-improvement/rates/550962195
forbes.comhttps://www.forbes.com/advisor/personal-loans/best-home-improvement-loans/468973295
Best Home Improvement Loans for 2026https://www.finder.com/personal-loans/best-home-improvement-loans340961194
Best Home Improvement Loans of July 2026 - NerdWallethttps://www.nerdwallet.com/personal-loans/best/home-improvement-loans249971495
Best home improvement loans in 2026: What you need to know | Fortunehttps://fortune.com/article/best-home-improvement-loans/259975396
Best Home Improvement Loans of 2026 - U.S. News - Moneyhttps://money.usnews.com/loans/personal-loans/home-improvement-loans256974195
experian.comhttps://www.experian.com/loans/personal/home-improvement-loans/253972295
Home Improvement Financing | LightStream by Truisthttps://www.lightstream.com/home-improvement-loan22895794
The best home improvement loans of 2026https://www.cnbc.com/select/best-home-improvement-loans/262972495
credible.comhttps://www.credible.com/personal-loan/home-improvement-loans22795594
Home Improvement Personal Loan | U.S. Bankhttps://www.usbank.com/loans-credit-lines/personal-loans-and-lines-of-credit/home-improvement-personal-loan.html144961695
Finnable raises ₹500 Cr led by Z47 and TVS Capital to power responsible credit access for India’s professionalshttps://z47.com/news/finnable-raises-500-cr-led-by-z47-and-tvs-capital-to-power-responsible-credit-access-for-indias-professionals11896994
Top Fintech Lending & Loan Companies To Know 2026 | Built Inhttps://builtin.com/articles/fintech-lending-applications148964196
How to Finance a Home Renovation Without Equityhttps://themortgagereports.com:443/121371/how-to-finance-a-home-renovation-without-equity130962795
Best personal loans with no prepayment penaltyhttps://www.bankrate.com/loans/personal-loans/personal-loans-with-no-prepayment-fees/150962195
Home Improvement Loans | Wells Fargohttps://www.wellsfargo.com/personal-loans/home-improvement/146962195
https://www.upstart.com/answers/do-personal-loans-have-fees/https://www.upstart.com/answers/do-personal-loans-have-fees/12996895
American Express Personal Loans Reviewhttps://www.investopedia.com/american-express-personal-loans-review-5069612158972195
8 Loans Like Upstart: Similar Companies & Competitors in 2026https://www.finder.com/personal-loans/sites-like-upstart140961194
lendingtree.comhttps://www.lendingtree.com/personal/home-improvements/14597994
https://www.forbes.com/advisor/personal-loans/home-improvement-loans/https://www.forbes.com/advisor/personal-loans/home-improvement-loans/168973295
Quick Personal Loans: Best Lenders for Fast Cash in 2025 - NerdWallethttps://www.nerdwallet.com/m/loans/personal-loans/quick-personal-loans-fast-cash?utm_source=bing&utm_medium=cpc&utm_campaign=pl_mktg_paid_pmax_bing_dr&utm_term=www.nerdwallet.com&affiliateId=1327&affiliateName=Bing_PMAX_PL&subId1=pl_mktg_paid_pmax_bing_dr&subId2=1312819629983152&subId3=b&subId4=c&subId5=%7Bextensionid%7D&utm_term=o&msclkid=a840b06c0b9b168b1ce0da628194afe2&utm_source=bing&utm_medium=cpc&utm_campaign=pl_mktg_paid_pmax_bing_dr&utm_term=www.nerdwallet.com&affiliateId=1328&affiliateName=Bing_PL&subId1=pl_mktg_paid_pmax_bing_dr&subId2=1312819629983152&utm_network=osubId3=b&subId4=c&subId5=%7Bextensionid%7D149971495
https://www.upgrade.com/help/about-upgrade/overview/what-is-an-origination-fee/https://www.upgrade.com/help/about-upgrade/overview/what-is-an-origination-fee/129961594
Home Improvement Is Now a Top Use of Personal Loans - Here’s How Contractors Can Profithttps://www.finmkt.io/blog-posts/home-improvement-is-now-a-top-use-of-personal-loans--heres-how-contractors-can-profit?trk=article-ssr-frontend-pulse_little-text-block11395394
Personal Loan Rates: Best Lenders of July 2026 - Crediblehttps://www.credible.com/personal-loan12795594
Best Home Improvement Loans & Financing | PrimeRateshttps://primerates.com/personal-loans/home-improvement/1395494
https://www.prosper.com/personal-loanshttps://www.prosper.com/personal-loans132962195
SoFi Personal Loans versus Home Equity Loans: See Your Rates SoFi Personal Loans versus Home Equity Loans: See Your Rateshttps://www.sofi.com/personal-loan-vs-home-equity-loan/#more-238714143971495
Personal Loans With No Prepayment Penaltyhttps://lendedu.com/blog/personal-loans-no-prepayment-penalty/131962695
The Best Personal Loans for Home Improvement of 2026https://www.mybanktracker.com/personal-loans/reviews/best-personal-loans-home-improvement-27741812595194
Home Improvement Financing Options and Solutionshttps://www.cameronconstruction.com.au/home-improvement-financing-options-and-solutions/1294092
10 Low-Interest Personal Loans Like Best Egg for 2026https://www.finder.com/personal-loans/loans-like-best-egg140961194
Best Home Improvement Loans of 2026: Compare Rates, Terms, and Alternativeshttps://lendedu.com/blog/best-home-improvement-loans/131962695
https://support.sofi.com/hc/en-us/articles/360039728612-Do-you-charge-late-fees-prepayment-penalties-or-origination-fees-on-Personal-Loanshttps://support.sofi.com/hc/en-us/articles/360039728612-Do-you-charge-late-fees-prepayment-penalties-or-origination-fees-on-Personal-Loans14397794
SoFi at Work | SoFi Personal Loanshttps://www.sofi.com/dana-aw-test-page/143971495
How home improvement loans work and financing options | U.S. Bankhttps://www.usbank.com/financial-education/borrow/home-improvement-loans-financing-options.html144961695
https://www.finder.com/personal-loans/best-egg-reviewhttps://www.finder.com/personal-loans/best-egg-review140961194
Paying for Home Renovations: Financing Vs. Savings | Bankratehttps://www.bankrate.com/home-equity/best-way-to-pay-for-home-renovations/?mf_ct_campaign=sinclair-mortgage-syndication-feed&utm_content=syndication150962195
Best Personal Loans of July 2026 | Moneyhttps://money.com/best-personal-loans/146973895
https://www.bankrate.com/loans/home-improvement/rates//https://www.bankrate.com/loans/home-improvement/rates//150962195
Pros and Cons of Home Improvement Loans: Should You Get One? | Bankratehttps://www.bankrate.com/loans/personal-loans/pros-and-cons-of-home-improvement-loans/?itm_source=parsely-api150962195
Unsecured Personal Loan for Good to Excellent Credit | Truisthttps://www.truist.com/loans/personal-loans/unsecured-personal-loans138961495
https://www.upgrade.com/personal-loans/home-improvement/https://www.upgrade.com/personal-loans/home-improvement/129961594
What’s the best way to pay for home renovations: savings or financing?https://finance.yahoo.com/news/best-way-pay-home-renovations-203200033.html169975396
Best Egg vs. Upstart: Which One Is Best For You? – Forbes Advisorhttps://www.forbes.com/advisor/personal-loans/best-egg-vs-upstart/168973295
https://www.upstart.com/pl1-nonbrand-v2https://www.upstart.com/pl1-nonbrand-v212996895
LightStream Personal Loans Reviewhttps://www.investopedia.com/lightstream-personal-loans-review-4800841158972195
Can I get financing for renovations? | MLS Listingshttps://www.sousasells.ca/renovation-financing/1694193
Best Personal Loans Of July 2026: Compare Top Lendershttps://www.forbes.com/advisor/personal-loans/best-personal-loans/168973295
7 Best Home Improvement Loans [July 2026]https://wallethub.com/personal-loans/home-improvement-loans140963595
https://support.sofi.com/hc/en-us/articles/360052498492-If-I-want-to-pay-off-my-loan-early-or-pay-more-than-the-minimum-payment-does-SoFi-Home-Loans-charge-a-feehttps://support.sofi.com/hc/en-us/articles/360052498492-If-I-want-to-pay-off-my-loan-early-or-pay-more-than-the-minimum-payment-does-SoFi-Home-Loans-charge-a-fee14397794
SoFi Personal Loans Reviewhttps://www.investopedia.com/sofi-personal-loans-review-4797398?utm_campaign=rss_articles&utm_source=rss&utm_medium=referral158972195
Complete Guide to Personal Loans with No Prepayment Penalties | BHG Financialhttps://bhgfinancial.com/personal-loans/personal-loans-with-no-prepayment-penalty120952294
https://www.forbes.com/advisor/personal-loans/upstart-personal-loans-review/https://www.forbes.com/advisor/personal-loans/upstart-personal-loans-review/168973295
Your Guide to Home Remodeling Financing Options - Hometown Restylinghttps://hometownrestyling.com/home-remodeling-financing-options/#3-day1495494
SoFi vs Prosper: Both Are Solid Lenders Depending on Your Needshttps://www.finder.com/personal-loans/sofi-vs-prosper-personal-loans140961194
https://www.nerdwallet.com/best/loans/personal-loans/personal-loans-home-improvement?msockid=327470b8be8767131b1b6682bf8d6692https://www.nerdwallet.com/best/loans/personal-loans/personal-loans-home-improvement?msockid=327470b8be8767131b1b6682bf8d6692149971495
Best Home Improvement Loans of May 2025https://www.businessinsider.com/personal-finance/personal-loans/best-personal-loans-home-improvement162972895
https://www.forbes.com/advisor/personal-loans/discover-personal-loans-review/https://www.forbes.com/advisor/personal-loans/discover-personal-loans-review/168973295
Web3 Market Trends & Investment Guides|Cryptocurrency News & Analysis | BYDFi Cointalkhttps://www.bydfi.com/en-ae/cointalk?tagId=1141391478136770560&tagName=Loan129962494
Top fintech lenders: 5 companies changing how people borrow | Plaidhttps://plaid.com/resources/lending/fintech-lenders/146963896
https://www.forbes.com/advisor/personal-loans/best-egg-personal-loans-review/https://www.forbes.com/advisor/personal-loans/best-egg-personal-loans-review/168973295
Personal Loan: What are the benefits of a personal loan through Upgrade? - Help Centerhttps://static.upgrade.com/help/personal-loan/personal-loan/personal-loan-what-are-the-benefits-of-a-personal-loan-through-upgrade/12996094
The 9 best same-day personal loans of 2026https://www.cnbc.com/select/6-personal-loans-thatll-get-you-funded-in-as-little-as-1-business-day/162972495
https://www.bankrate.com/loans/personal-loans/https://www.bankrate.com/loans/personal-loans/150962195
Home Equity Isn't Always the Hero — Sometimes a Simple Loan Wins | AmONEhttps://www.amone.com/blog/personal-loan-beats-home-equity-loan/11195094
Best Egg vs. LendingClub: Personal Loan Matchup Based on Your Credit and Needs | LendEDUhttps://lendedu.com/blog/best-egg-vs-lendingclub-personal-loans/131962695
https://www.sofi.com/personal-loans/home-improvement-loans/?pp=0https://www.sofi.com/personal-loans/home-improvement-loans/?pp=0143971495
Home Improvement Financing Guide: Options, Costs, Pros and Conshttps://modernize.com/homeowner-guides/home-improvement-financing130953095
https://www.finder.com/personal-loans/lendingclub-personal-loan-reviewhttps://www.finder.com/personal-loans/lendingclub-personal-loan-review140961194
ASAP Credit Repair | Credit Repair You Can Trust, Fasthttps://asapcreditrepairusa.com/blog/contractor-financing-avoid-credit-damage1795494
Best Personal Loans with the Lowest Rates in July 2026 | LendingTreehttps://www.lendingtree.com/personal/14597994
https://www.forbes.com/advisor/best/https://www.forbes.com/advisor/best/168973295
6 Loans Like LendingClub: P2P & Traditional Loan Alternatives (2026)https://www.finder.com/personal-loans/sites-like-lending-club140961194
https://www.upgrade.com/help/home-improvement/contractors/marketing-disclosures/https://www.upgrade.com/help/home-improvement/contractors/marketing-disclosures/129961594
https://upstartsapp.com/pages/rates.htmlhttps://upstartsapp.com/pages/rates.html1----
Top 11 US Lending Startups That are Disrupting the Real Estate Industryhttps://djangostars.com/blog/lending-fintech-startups/121951495
https://www.forbes.com/advisor/https://www.forbes.com/advisor/168973295
6 best long-term personal loan lenders of 2026https://www.cnbc.com/select/best-long-term-personal-loan-lenders/162972495
https://www.finder.com/personal-loans/discover-personal-loanshttps://www.finder.com/personal-loans/discover-personal-loans140961194
Prosper vs LendingClub vs Upstart: Which is better? | finder.comhttps://www.finder.com/personal-loans/prosper-vs-lending-club-vs-upstart-personal-loans140961194
https://www.forbes.com/advisor/personal-loans/prosper-personal-loans-review/https://www.forbes.com/advisor/personal-loans/prosper-personal-loans-review/168973295
https://www.moneyrates.com/personal-loans/home-improvement-loans.htmhttps://www.moneyrates.com/personal-loans/home-improvement-loans.htm12095094
The Best Personal Loan Companies (2026 Guide)https://www.consumeraffairs.com/finance/personal-loans/14797795
https://clearvaluelending.com/reviews/lightstream-emergencyloanhttps://clearvaluelending.com/reviews/lightstream-emergencyloan1093093
Upstart vs SoFi: Which Offers a Better Deal for Borrowers in 2023?https://www.finder.com/personal-loans/upstart-vs-sofi140961194
https://wealthvieu.com/loans/personal-loans/best-egg/https://wealthvieu.com/loans/personal-loans/best-egg/1595194
https://www.forbes.com/advisor/personal-loans/https://www.forbes.com/advisor/personal-loans/168973295
Best mortgage lenders of July 2026https://www.cnbc.com/select/best-mortgage-lenders/162972495
https://www.zogby.com/reviews/lightstream/https://www.zogby.com/reviews/lightstream/12895395
Personal Loan Rates as low as 6.74% | Wells Fargohttps://www.wellsfargo.com/personal-loans/rates/146962195
https://walletgrower.com/loans/reviews/best-egg-personal-loanhttps://walletgrower.com/loans/reviews/best-egg-personal-loan1094093
Best Egg vs Upstart: Who Wins the Personal Loan Battle in 2023?https://www.finder.com/personal-loans/best-egg-vs-upstart140961194
https://wiseiq.net/pages/blog-best-personal-loans-home-improvementhttps://wiseiq.net/pages/blog-best-personal-loans-home-improvement1092092
Financial Flexibility With a Loan That Has No Prepayment Penaltyhttps://www.dexsta.com/no-prepayment-penalty/1295093
https://www.forbes.com/advisor/personal-loans/lightstream-personal-loans-review/https://www.forbes.com/advisor/personal-loans/lightstream-personal-loans-review/168973295
Best Happen Bank Alternatives for 2026https://wallethub.com/answers/pl/lending-club-alternatives-2140723333/140963595
https://www.credello.com/personal-loans/reviews/bestegg/https://www.credello.com/personal-loans/reviews/bestegg/11295093
https://www.buildbank.uk/guides/home-improvement-loans-guide-2026.pdfhttps://www.buildbank.uk/guides/home-improvement-loans-guide-2026.pdf1----
https://www.lightstream.com/getmedia/46df4eb2-e65f-426a-8df1-8f080469ff8a/for-immediate-release-2021-lightstream-home-improvement-survey-04072021.pdf.aspxhttps://www.lightstream.com/getmedia/46df4eb2-e65f-426a-8df1-8f080469ff8a/for-immediate-release-2021-lightstream-home-improvement-survey-04072021.pdf.aspx12895794
https://en.wikipedia.org/wiki/LendingClubhttps://en.wikipedia.org/wiki/LendingClub180987697
https://www.reddit.com/r/personalfinance/comments/1ttx1zj/forbes_advisor_lists_quicken_loans_as_the_1_heloc/https://www.reddit.com/r/personalfinance/comments/1ttx1zj/forbes_advisor_lists_quicken_loans_as_the_1_heloc/172976496
https://www.discover.com/content/dam/discover/en_us/credit-cards/card-portfolio/cma/pdf/Secured_Cardmember_Agreement_121624.pdf?cmpgnid=va-dcp-intrst-chrgshttps://www.discover.com/content/dam/discover/en_us/credit-cards/card-portfolio/cma/pdf/Secured_Cardmember_Agreement_121624.pdf?cmpgnid=va-dcp-intrst-chrgs141961995
https://www.upstart.com/promissory_notehttps://www.upstart.com/promissory_note12996895
https://investors.nerdwallet.com/node/8966/pdfhttps://investors.nerdwallet.com/node/8966/pdf149971094
https://www.allurebathsandkitchens.com/wp-content/uploads/2024/04/Upgrade-Home-Financing.pdfhttps://www.allurebathsandkitchens.com/wp-content/uploads/2024/04/Upgrade-Home-Financing.pdf1495091
https://www.prosper.com/downloads/legal/prosper10k12312016.pdfhttps://www.prosper.com/downloads/legal/prosper10k12312016.pdf132962195
https://www.pcfcu.org/files/Loan-Rates-01-02-2026.pdfhttps://www.pcfcu.org/files/Loan-Rates-01-02-2026.pdf11595093
https://www.marshallreddick.com/api/rates/renovatehttps://www.marshallreddick.com/api/rates/renovate1795094
https://www.ftc.gov/system/files/documents/cases/lendingclub_corporation_first_amended_complaint.pdfhttps://www.ftc.gov/system/files/documents/cases/lendingclub_corporation_first_amended_complaint.pdf163973595
https://www.fdic.gov/resources/bankers/affordable-mortgage-lending-center/guide/part-1-docs/affordable-mortgage-lending-guide-part-1.pdfhttps://www.fdic.gov/resources/bankers/affordable-mortgage-lending-center/guide/part-1-docs/affordable-mortgage-lending-guide-part-1.pdf149972395
https://novaefinancing.com/dl/rates/novae-rate-sheet-home-improvement.pdfhttps://novaefinancing.com/dl/rates/novae-rate-sheet-home-improvement.pdf1194192
https://www.prosper.com/Downloads/Legal/Prosper_Prospectus_2012-02-14.pdfhttps://www.prosper.com/Downloads/Legal/Prosper_Prospectus_2012-02-14.pdf132962195
https://www.reddit.com/r/HomeImprovement/comments/1rfuhjh/is_a_120_or_180_month_personal_loan_term_better/https://www.reddit.com/r/HomeImprovement/comments/1rfuhjh/is_a_120_or_180_month_personal_loan_term_better/172976496
https://www.isba.org/sites/default/files/images/memberdiscounts/SoFi%20Attorney%20Borrower%20Refinancing%20Guide.pdfhttps://www.isba.org/sites/default/files/images/memberdiscounts/SoFi%20Attorney%20Borrower%20Refinancing%20Guide.pdf12995594
https://ir.upstart.com/static-files/18ff56ae-8bf7-4ef1-b749-786cd311b422https://ir.upstart.com/static-files/18ff56ae-8bf7-4ef1-b749-786cd311b42212996894
https://www.thefirst.com/assets/files/RidawW0Bhttps://www.thefirst.com/assets/files/RidawW0B11696093
https://www.reddit.com/r/sofi/comments/1r356xu/thank_you_sofi_personal_loan_approved_credit/https://www.reddit.com/r/sofi/comments/1r356xu/thank_you_sofi_personal_loan_approved_credit/172976496
https://www.lendingclub.com/pf-assets/components/practicetools/pdf/09.09.20_DE17-026_PrctFeeSnp_234_r1.pdfhttps://www.lendingclub.com/pf-assets/components/practicetools/pdf/09.09.20_DE17-026_PrctFeeSnp_234_r1.pdf137961594
https://www.bankrate.com/f/102997/x/12cafc25d2/bankrate_basics_homebuying.pdfhttps://www.bankrate.com/f/102997/x/12cafc25d2/bankrate_basics_homebuying.pdf150962195
https://www.reddit.com/r/sofi/comments/1pgy4vy/refinance_terms_agreement_question/https://www.reddit.com/r/sofi/comments/1pgy4vy/refinance_terms_agreement_question/172976496
https://www.reddit.com/r/personalfinance/comments/1re2fe1/auto_refinance_with_lendingclub/https://www.reddit.com/r/personalfinance/comments/1re2fe1/auto_refinance_with_lendingclub/172976496
https://www.reddit.com/r/Realm_Home/comments/1qw2jzg/home_renovation_financing_in_2026_should_i/https://www.reddit.com/r/Realm_Home/comments/1qw2jzg/home_renovation_financing_in_2026_should_i/172976496
https://www.reddit.com/r/StudentLoans/comments/drjdum/question_about_sofi_refinance_fine_print_finance/https://www.reddit.com/r/StudentLoans/comments/drjdum/question_about_sofi_refinance_fine_print_finance/172976496
https://en.wikipedia.org/wiki/Prosper_Marketplacehttps://en.wikipedia.org/wiki/Prosper_Marketplace180987697
https://www.reddit.com/r/u_Realm_Home/comments/1qw2kun/home_renovation_financing_in_2026_should_i/https://www.reddit.com/r/u_Realm_Home/comments/1qw2kun/home_renovation_financing_in_2026_should_i/172976496
https://www.reddit.com/r/sofi/comments/193s7gnhttps://www.reddit.com/r/sofi/comments/193s7gn172976496
https://www.reddit.com/r/personalfinance/comments/1sq57jf/personal_loan_with_upstart_finance_charge_question/https://www.reddit.com/r/personalfinance/comments/1sq57jf/personal_loan_with_upstart_finance_charge_question/172976496
https://www.reddit.com/r/personalfinance/comments/1sldwbb/loan_options_helocpersonalequity_loan/https://www.reddit.com/r/personalfinance/comments/1sldwbb/loan_options_helocpersonalequity_loan/172976496
https://www.reddit.com/r/personalfinance/comments/1n4yuwqhttps://www.reddit.com/r/personalfinance/comments/1n4yuwq172976496
https://www.reddit.com/r/personalfinance/comments/1tivyuh/auto_refinance_with_lending_club_2024_vehicle/https://www.reddit.com/r/personalfinance/comments/1tivyuh/auto_refinance_with_lending_club_2024_vehicle/172976496
https://www.reddit.com/r/loanoriginators/comments/1ua85r0/home_improvementpersonal_loans_that_can_be/https://www.reddit.com/r/loanoriginators/comments/1ua85r0/home_improvementpersonal_loans_that_can_be/172976496
https://www.reddit.com/r/personalfinance/comments/ha5tmahttps://www.reddit.com/r/personalfinance/comments/ha5tma172976496
https://www.reddit.com/r/personalfinance/comments/1dz1r2ghttps://www.reddit.com/r/personalfinance/comments/1dz1r2g172976496
https://www.reddit.com/r/EverHint/comments/1q2664w/mortgage_rates_today_january_02_2026_rates_hold/https://www.reddit.com/r/EverHint/comments/1q2664w/mortgage_rates_today_january_02_2026_rates_hold/172976496
https://www.reddit.com/r/sofi/comments/1szc6lt/sofi_home_improvement_loan/https://www.reddit.com/r/sofi/comments/1szc6lt/sofi_home_improvement_loan/172976496
https://www.reddit.com/r/personalfinance/comments/txa204https://www.reddit.com/r/personalfinance/comments/txa204172976496
https://www.reddit.com/r/Banking/comments/1sgut7w/what_financing_is_best_in_my_circumstances/https://www.reddit.com/r/Banking/comments/1sgut7w/what_financing_is_best_in_my_circumstances/172976496
https://www.reddit.com/r/HomeImprovement/comments/facoj1https://www.reddit.com/r/HomeImprovement/comments/facoj1172976496
https://www.reddit.com/r/personalfinance/comments/w4l822https://www.reddit.com/r/personalfinance/comments/w4l822172976496
https://www.reddit.com/r/HomeImprovement/comments/1t6kunf/best_loan_choice_if_heloc_not_an_option/https://www.reddit.com/r/HomeImprovement/comments/1t6kunf/best_loan_choice_if_heloc_not_an_option/172976496
https://www.reddit.com/r/discover/comments/1g5y44u/i_worked_in_deposits_and_personal_loans_for/https://www.reddit.com/r/discover/comments/1g5y44u/i_worked_in_deposits_and_personal_loans_for/172976496
https://www.reddit.com/r/loansharks/comments/1mnyzz0/lendingclub_personal_loans_reviews/https://www.reddit.com/r/loansharks/comments/1mnyzz0/lendingclub_personal_loans_reviews/172976496
https://www.reddit.com/r/LoansPaydayOnline/comments/173xbd3https://www.reddit.com/r/LoansPaydayOnline/comments/173xbd3172976496
https://www.reddit.com/r/discover/comments/1g91txc/experience_w_discover_home_loans/https://www.reddit.com/r/discover/comments/1g91txc/experience_w_discover_home_loans/172976496
https://www.reddit.com/r/Debt/comments/1pc8szr/upstart_personal_loan_for_4000/https://www.reddit.com/r/Debt/comments/1pc8szr/upstart_personal_loan_for_4000/172976496
https://www.reddit.com/r/HomeImprovement/comments/1rmeuej/need_advice_on_loans/https://www.reddit.com/r/HomeImprovement/comments/1rmeuej/need_advice_on_loans/172976496
https://www.reddit.com/r/discover/comments/1gulff3https://www.reddit.com/r/discover/comments/1gulff3172976496
https://www.reddit.com/r/loansharks/comments/1mw4nce/lendingclub_reviews_any_good_experiences/https://www.reddit.com/r/loansharks/comments/1mw4nce/lendingclub_reviews_any_good_experiences/172976496
https://www.reddit.com/r/discover/comments/1l95ix7/i_got_approved_for_a_35000_personal_loan/https://www.reddit.com/r/discover/comments/1l95ix7/i_got_approved_for_a_35000_personal_loan/172976496
https://www.reddit.com/r/personalfinance/comments/1t9iow5/thinking_of_taking_a_loan_with_best_egg_or/https://www.reddit.com/r/personalfinance/comments/1t9iow5/thinking_of_taking_a_loan_with_best_egg_or/172976496
https://www.reddit.com/r/USAloans/comments/1hbd8kkhttps://www.reddit.com/r/USAloans/comments/1hbd8kk172976496
https://www.reddit.com/r/personalfinance/comments/t00zx5https://www.reddit.com/r/personalfinance/comments/t00zx5172976496
https://www.lightstream.com/home-improvement-loan?utm_source=openaihttps://www.lightstream.com/home-improvement-loan?utm_source=openai12895794
https://www.sofi.com/personal-loans/home-improvement-loans/?pp=0&utm_source=openaihttps://www.sofi.com/personal-loans/home-improvement-loans/?pp=0&utm_source=openai143971495
https://www.finder.com/personal-loans/discover-personal-loans?utm_source=openaihttps://www.finder.com/personal-loans/discover-personal-loans?utm_source=openai140961194
https://www.upgrade.com/personal-loans/home-improvement/?utm_source=openaihttps://www.upgrade.com/personal-loans/home-improvement/?utm_source=openai129961594
https://www.upstart.com/pl1-nonbrand-v2?utm_source=openaihttps://www.upstart.com/pl1-nonbrand-v2?utm_source=openai12996895
https://www.prosper.com/personal-loans?utm_source=openaihttps://www.prosper.com/personal-loans?utm_source=openai132962195
https://www.forbes.com/advisor/personal-loans/best-egg-personal-loans-review/?utm_source=openaihttps://www.forbes.com/advisor/personal-loans/best-egg-personal-loans-review/?utm_source=openai168973295
https://www.finder.com/personal-loans/lendingclub-personal-loan-review?utm_source=openaihttps://www.finder.com/personal-loans/lendingclub-personal-loan-review?utm_source=openai140961194
https://www.forbes.com/advisor/personal-loans/best-home-improvement-loans/?utm_source=openaihttps://www.forbes.com/advisor/personal-loans/best-home-improvement-loans/?utm_source=openai168973295
https://www.bankrate.com/loans/home-improvement/rates/?utm_source=openaihttps://www.bankrate.com/loans/home-improvement/rates/?utm_source=openai150962195
Model Comparison

Compare two models

Pick a model for each column to compare their recommendation patterns side by side.

Full Results

All recommended domains

Every domain the AI models recommended in web-search fanout runs for Home Project Planner, ranked by the influence-weighted score from the Score chart above, with each domain's link authority from the Common Crawl web graph. Click a domain for its site profile.

DomainScoreAppearances% of QueriesDomain PRDomain HCHost PRHost HC
lightstream.com9.7510.02895794
sofi.com4.3510.043971495
discover.com1.748.041961995
upgrade.com0.848.029961594
nerdwallet.com0.712.049971495
bestegg.com0.748.02096595
upstart.com0.648.02996895
wellsfargo.com0.524.046962195
usbank.com0.412.044961695
prosper.com0.324.032962195
americanexpress.com0.312.054973295
marcus.com0.312.02995294
bankrate.com0.312.050962195
achieve.com0.324.02496494
lendingclub.com0.224.037961594
lendingpoint.com0.112.02096294
penfed.org0.124.02696494
cnbc.com0.112.062972495
avant.com0.112.025961095
rocketloans.com0.112.01996093
navyfederal.org0.112.033961295
forbes.com0.112.068973295
lendingtree.com0.112.04597994
credible.com0.012.02795594
besteggloan.com0.012.009300