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Finance AI Index
Index › Products › Found · October 2026 Edition
2 categories · Ranked

Found

27Judge labels
4First choices
4Negative labels
11 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
4% in Contractor payments for mid-market buyers
Rank 8 of 98 in the mid-market standing
0 of 14 models made it the first choice on the direct prompt; 0% of its 3 labels there were negative.
By buyer segmentRead the same way at every buyer size.
In contractor payments · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Found for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Contractor paymentsSpend and procurement4%8 of 980%3under 10 labels · led by Tipalti at 22%▲+2Since September 2026: 2% → 5%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
Business bankingTreasury and cash0%24 of 860%9under 10 labels · led by Mercury at 23%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.

Movement

Since September 2026, Found held within the floor in all two categories: no change cleared 10 points.

Best category · Contractor payments · by segment

Small business=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
2%from 2% in September 2026
Inside the floor by 10 pointsRank 10 → 16 of 78
Mid-market▲+2Since September 2026: 2% → 5%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
5%from 2% in September 2026
Inside the floor by 8 pointsRank 18 → 8 of 85
EnterprisegoneNot named this edition; 0% in September 2026.
0%from 0% in September 2026
Inside the floor by 10 pointsNot ranked

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
Contractor payments2%5%▲+2Since September 2026: 2% → 5%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Within noiseRank 18 → 8 of 98
Business banking0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Within noiseRank 16 → 24 of 86

Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.

The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions

By model

How each model treated Found across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.511002
GPT-5.4 mini00000
Gemini 3.5 Flash12003
Perplexity Sonar00101
Grok 4.1 Fast00202
Mistral Small01001
DeepSeek V4 Flash00000
Llama 4 Maverick00202
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B01001

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct1 labelNone
Paraphrase2 labelsNone
Comparative10 labelsNone
Budget-constrained10 labels4
Scale-constrained2 labelsNone
Negative2 labelsNone
First choiceAlternativeMentionNegative27 labels in all, every segment counted; 4 of the 4 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“If you want $0 out-of-pocket costs for everything: Use Found.” Gemini 3.5 Flash · Contractor payments · budget prompt · first choice
“Found is the clear winner since it's completely free” Claude Haiku 4.5 · Contractor payments · budget prompt · first choice
“Found is best for built-in bookkeeping and quarterly tax automation for small businesses.” Claude Haiku 4.5 · Business banking · comparative prompt · alternative
“Found is built specifically for self-employed professionals.” Gemini 3.5 Flash · Business banking · comparative prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as Found, over the 27 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Found was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Bluevine19 of 272Not among the top eight
Mercury15 of 273Not among the top eight
Chase Business Banking13 of 273Not among the top eight
Relay13 of 272Not among the top eight
Novo12 of 271Not among the top eight
Bank of America10 of 271Not among the top eight
Brex7 of 273Not among the top eight
Rho7 of 271Not among the top eight
Wells Fargo7 of 270Not among the top eight
Airwallex6 of 271Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Found. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 27 of the 27 answers that named Found and are not a share of its labels.

Search and answers

found.com is not in Google's top ten for any of the category's searches. In the answers, Found takes 4% of first choices and Tipalti takes 22%.
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In search

Google, US estimates
Position for “contractor payment platforms”
–
not in the top ten
Position for “contractor payments and 1099 platform”
–
not in the top ten
Searches for its name, Google
201,000 a month (“found”)
AI search demand for its name, est.
640,595 a month
Organic visits to its site
about 87,265 a month
Searches its site ranks for
9,249 · 229 in the top three
Sites linking to it
4,287
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess
22 ads · 22 text · 13 shown in the last 30 days

First shown March 2026, as Indie Technologies Inc., verified. Ads started 2025-10 to 2026-09: 22 in the year.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
4%
rank 8 of 98 in contractor payments
Segment leader
22%
Tipalti
First choices
4 across its categories
Named in
27 answers
Its own site cited
in 27 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

ShowHide
Addresses on found.com
551
subdomains included
Content
167
counted in the table below
Documentation
218
Product · Integration
1 · 0
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog12122026-08-03Business banking, Invoicing software
Comparison1802026-03-17Business banking
Glossary or explainer1302024-04-18
Podcast or video6undated
Template or tool402025-09-05
Case study302025-12-11
Webinar or virtual event102023-02-22
Report or ebook1undated
How it is countedHide how it is counted

Every page found.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.

Names read as Found

What the judge wrote, as written, with how often. The vendor table decides that these count as Found; a claim can dispute any of them.
Found Business Banking 1Lili/Found 1

Follow Found

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

Found is its own company.
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In its own words

Stated by the vendor, not checked
Positioning
Online Business Checking for Small Business Owners
For
small business owners
Price stated
Found's core features are free. Found also offers two optional paid products, Found Plus for $35/month or $315/year and Found Pro for $80/month or $720/year. found.com
Starting price
free found.com
Free plan or trial
one free 30-day Found Plus or Found Pro trial found.com
Integrations claimed
10 found.com
Certifications
FDIC-insured up to $250,000 per depositor for each account ownership categoryMember FDICSOC 2 FrameworkPCI-DSS
Customers named
INCLUSIVE THERAPY GROUPINFINITE GROWTH COUNSELING & COACHING, LLCHEADWAYCub LarkinRachel LindermanTiereny Allen GreenSadie HoytGarrett Henderson
Not stated on the pages read
Hosting

What Found's own pages state, read September 28, 2026: found.com, found.com/pricing, found.com/security, found.com/legal/platform-deposit-bonus-lead, found.com/resources/customer-stories. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Found's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Found, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Found by email, built from the raw record of the edition. It shows:

  • where Found is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name Found, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.

A verification link goes to your work email; an address at found.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.