# Numeric: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 95 judge labels across 4 categories by 13 of 14 models. Page: https://finance-ai-index.com/vendors/numeric/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Financial close management | 15% | 2 | 7% | 44 |
| Account reconciliation | 10% | 3 | 0% | 37 |
| AI accounting assistants | 7% | 6 | 0% | 11 |
| Financial consolidation | 0% | 37 | 0% | 3 |

## What the models said for it

- "Choose Numeric if you are a modern, fast-growing company that wants to leverage AI to automate transactional matching" (Gemini 3.5 Flash, Financial close manageme)
- "prioritize tools with easy setup, AI matching, and compliance (e.g., for mid-market: Numeric or simpler options)" (Grok 4.1 Fast, Account reconciliation)
- "I'd suggest starting with Numeric if you want modern AI-driven automation at a more accessible price point" (Kimi K2, Account reconciliation)
- "I'd recommend Numeric if your main need is month-end close, reconciliation, and financial reporting" (Perplexity Sonar, AI accounting assistants)

## And against it

- "Noted as becoming expensive/unpredictable at scale (e.g., $360K+/month for thousands of users)." (Grok 4.1 Fast, Financial close manageme)
- "Smaller user community; fewer integrations compared with FloQast/Workiva. Still evolving" (MiniMax M2.5, Financial close manageme)
- "Numeric – Can become expensive and unpredictable with thousands of users." (Mistral Small, Financial close manageme)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Financial close management: 19% to 15%, −7. Inside the floor by 3 points · rank 2 of 85, unchanged.
- Account reconciliation: 14% to 10%, −6. Inside the floor by 4 points · rank 2 → 3 of 82.
- AI accounting assistants: 7% to 7%, −2. Inside the floor by 8 points · rank 6 of 85, unchanged.
- Financial consolidation: 0% to 0%, ±0. New · not ranked in September 2026 · rank 37 of 102.

## In its own words

What Numeric's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The data platform for finance teams. (https://numeric.io/)
- For: finance teams (https://numeric.io/)
- Price stated: We take several pieces of information and business context into account, from number of transactions to number of seats, to come up with a holistic pricing plan that fits your business needs. (https://www.numeric.io/pricing)
- Certifications: ASC 606 compliance, certification program
- Customers named: STASH, GOAT, Brex, Plaid, Riskified, Public.com, Wealthfront, Parafin

## What it publishes

Every page numeric.io exposes, read 2026-09-29: 811 addresses. By kind, pages and the last 90 days:

- blog: 175 pages, 0 in the last 90 days, latest undated
- case study: 1 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- conference or event: 12 pages, 0 in the last 90 days, latest undated
- report or ebook: 6 pages, 0 in the last 90 days, latest undated
- comparison: 11 pages, 0 in the last 90 days, latest undated
- template or tool: 41 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 118 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated

## 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, October 2026 Edition, finance-ai-index.com.