# Fathom: how AI models rank it, September 2026

Finance AI Recommendation Index, September 2026 Edition. Named in 67 judge labels across 9 categories by 12 of 12 models. Page: https://finance-ai-index.com/vendors/fathom/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Financial reporting and dashboards | 12% | 2 | 24% | 17 |
| FP&A platforms | 10% | 5 | 0% | 10 |
| Financial consolidation | 2% | 7 | 0% | 13 |
| Financial modeling and scenario planning | 2% | 12 | 0% | 7 |
| Cash flow forecasting | 2% | 18 | 20% | 10 |
| AI accounting assistants | 0% | 21 | 0% | 5 |
| Board and investor reporting | 0% | 35 | 0% | 3 |
| Corporate performance management | 0% | 39 | 0% | 1 |
| SaaS metrics and analytics | 0% | 79 | 100% | 1 |

## What the models said for it

- "For most mid-sized B2B companies, Fathom delivers the best balance of speed, accounting integration, and value." (DeepSeek V4 Flash, Financial reporting)
- "Fathom (cheapest) or Clockwork (best overall for forecasting + AI) are your strongest picks" (DeepSeek V4 Flash, FP&A platforms)
- "Fathom – Best Value for Money ... Fathom is the most cost-effective professional solution" (Kimi K2, FP&A platforms)
- "For slightly more investment but better features, Fathom or Brixx would be better choices" (Claude Haiku 4.5, Cash flow forecasting)

## And against it

- "Don't use Plausible/Fathom for in-app user behavior." (GLM 4.7 FlashX, SaaS metrics)
- "Avoid pricier tools like Fathom ($53/mo) unless needed." (Grok 4.1 Fast, Financial reporting)
- "Avoid this if you already have a senior financial controller who needs complex driver-based modeling; this is more of a "reporting" tool" (Qwen 3.7 Flash, Financial reporting)
- "dedicated FP&A/reporting tools like Fathom or specialized platforms (which are pricier, typically $50+/mo and aimed at mid-market)" (DeepSeek V4 Flash, Financial reporting)

## Record

- Method: https://finance-ai-index.com/methodology/
- Raw judge labels and full responses: https://finance-ai-index.com/data/
- License: CC BY 4.0. Cite as Finance AI Recommendation Index, September 2026 Edition, finance-ai-index.com.