| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| FP&A platforms | Planning and analysis | 15% | 2 of 74 | 8% | 13 | accepted challenger | ▲+4Since September 2026: 10% → 15%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial reporting and dashboards | Planning and analysis | 2% | 15 of 105 | 0% | 5 | under 10 labels · led by Sage Intacct at 33% | ▼−10Since September 2026: 12% → 2%, −10 points. Past the 10-point floor: movement. Read over the models both editions asked. |
| Financial consolidation | Accounting and close | 2% | 8 of 102 | 0% | 10 | accepted challenger | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial modeling and scenario planning | Planning and analysis | 2% | 16 of 77 | 0% | 6 | under 10 labels · led by Microsoft Excel at 14% | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Cash flow forecasting | Treasury and cash | 0% | 29 of 101 | 21% | 14 | accepted challenger | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Corporate performance management | Planning and analysis | 0% | 40 of 99 | 33% | 3 | under 10 labels · led by Planful at 22% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| AI accounting assistants | Accounting and close | 0% | 62 of 85 | 0% | 1 | under 10 labels · led by Sage Intacct at 22% | goneNot named this edition; 0% in September 2026. |
| SaaS metrics and analytics | Planning and analysis | 0% | 52 of 78 | 0% | 1 | under 10 labels · led by ChartMogul at 49% | =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 |
|---|---|---|---|---|---|
| Financial reporting | 12% | 2% | ▼−10Since September 2026: 12% → 2%, −10 points. Past the 10-point floor: movement. Read over the models both editions asked. | Moved past the floor | Rank 2 → 15 of 105 |
| FP&A platforms | 10% | 15% | ▲+4Since September 2026: 10% → 15%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 2 of 74 |
| Cash flow forecasting | 2% | 0% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 18 → 29 of 101 |
| Financial modeling | 2% | 2% | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 12 → 16 of 77 |
| Financial consolidation | 2% | 2% | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 7 → 8 of 102 |
| Corporate performance ma | 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 39 → 40 of 99 |
| AI accounting assistants | 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 21 → 62 of 85 |
| SaaS metrics | 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 76 → 52 of 78 |
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 | 2 | 1 | 0 | 4 |
| GPT-5.4 mini | 1 | 0 | 0 | 1 | 2 |
| Gemini 3.5 Flash | 1 | 4 | 0 | 0 | 5 |
| Perplexity Sonar | 1 | 1 | 1 | 0 | 3 |
| Grok 4.1 Fast | 2 | 2 | 4 | 2 | 10 |
| Mistral Small | 1 | 0 | 1 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 1 | 4 |
| Kimi K2 | 1 | 3 | 0 | 0 | 4 |
| GLM 4.7 FlashX | 1 | 3 | 1 | 0 | 5 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 3 | 2 | 0 | 5 |
Verbatim evidence the judge attached to positive labels.
“For quick implementation: Cloud-based tools like Fathom or Finmark offer fast setup with reasonable pricing.” MiniMax M2.5 · FP&A platforms · budget prompt · first choice
“Top pick for budget-conscious SMBs ... Try Fathom's free trial—it's the sweet spot for cost vs. features.” Grok 4.1 Fast · FP&A platforms · budget prompt · first choice
“Start with Syft Analytics (free tier) or Fathom (~$44/month) if you need integrated forecasting.” Kimi K2 · FP&A platforms · budget prompt · first choice
“Go with G-Accon (to automate Google Sheets) or Fathom (for polished dashboard reporting)” Gemini 3.5 Flash · FP&A platforms · budget prompt · first choice
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.
“Reporting Platforms Masquerading as Forecasting Tools (e.g., Fathom, ...): These excel at historical reporting but often just "extend trends"” Grok 4.1 Fast · Cash flow forecasting · negative prompt · soft negative
“Tools to Be Cautious About: Management Reporting Platforms (Fathom, Reach Reporting, Spotlight Reporting, LiveFlow)” Mistral Small · Cash flow forecasting · negative prompt · soft negative
“Other mentions like Fathom (~$65/mo) or Futrli are solid but pricier for limited budgets.” Grok 4.1 Fast · Cash flow forecasting · budget prompt · soft negative
“users report missing features, upload/import problems, and limited customization” GPT-5.4 mini · FP&A platforms · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 204 of the 216 answers that named Fathom and are not a share of its labels.
544 of the 618 domain citations in answers naming Fathom 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 | 368 | 10 | 2026-09-28 | Cash flow forecasting, Financial reporting | |
| Webinar or virtual event | 72 | undated | Cash flow forecasting | ||
| Case study | 26 | undated | |||
| Glossary or explainer | 12 | 0 | 2026-05-06 | Cash flow forecasting, Financial consolidation | |
| Report or ebook | 11 | undated | |||
| Comparison | 10 | 2 | 2026-09-17 | ||
| Template or tool | 8 | 1 | 2026-08-12 |
Every page fathomhq.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 Fathom's own pages state, read September 28, 2026: fathomhq.com, fathomhq.com/pricing, fathomhq.com/security, fathomhq.com/solutions/funding, fathomhq.com/customers. 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 Fathom'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 Fathom, 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 Fathom by email, built from the raw record of the edition. It shows:
Fathom is among the products AI models recommend first in FP&A platforms this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.