| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Contractor payments | Spend and procurement | 4% | 8 of 98 | 0% | 3 | under 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 banking | Treasury and cash | 0% | 24 of 86 | 0% | 9 | under 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. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Contractor payments | 2% | 5% | ▲+2Since September 2026: 2% → 5%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 18 → 8 of 98 |
| Business banking | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 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
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 2 | 0 | 0 | 3 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
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
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.
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.
Ninety-seven of the 118 domain citations in answers naming Found came from somebody else's page.
Pages are listed as the models cited them.
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.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 121 | 2 | 2026-08-03 | Business banking, Invoicing software | |
| Comparison | 18 | 0 | 2026-03-17 | Business banking | |
| Glossary or explainer | 13 | 0 | 2024-04-18 | ||
| Podcast or video | 6 | undated | |||
| Template or tool | 4 | 0 | 2025-09-05 | ||
| Case study | 3 | 0 | 2025-12-11 | ||
| Webinar or virtual event | 1 | 0 | 2023-02-22 | ||
| Report or ebook | 1 | undated |
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.
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.
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.
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.
A new claim receives the current edition's vendor brief for Found by email, built from the raw record of the edition. It shows: