# Numeric: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 88 judge labels across 4 categories by 14 of 14 models. Page: https://www.gane.ai/index/finance/vendors/numeric

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Financial close management](https://www.gane.ai/index/finance/accounting/financial-close-management/index.md) | 14% | 2 | 2% | 44 |
| [AI accounting assistants](https://www.gane.ai/index/finance/accounting/ai-accounting-assistants/index.md) | 6% | 5 | 0% | 15 |
| [Account reconciliation](https://www.gane.ai/index/finance/accounting/account-reconciliation/index.md) | 3% | 9 | 0% | 27 |
| [Revenue recognition](https://www.gane.ai/index/finance/accounting/revenue-recognition/index.md) | 0% | 77 | 50% | 2 |

## What the models said for it

- "Numeric and FloQast are the top recommendations due to their ease of use, strong automation, and good fit for mid-market needs" (Mistral Small, Financial close manageme)
- "Start with Numeric if: You're on a modern cloud ERP (especially NetSuite or QBO) and want more native automation" (Kimi K2, Financial close manageme)
- "I'd recommend starting with Numeric for its published pricing and mid-market focus" (GLM 4.7 FlashX, AI accounting assistants)
- "CloseCore Close Management or Numeric’s per-user tier is the lowest recurring cost." (Muse Glimmer 30B, Financial close manageme)

## And against it

- "Numeric is not a top choice and has received criticism for lack of improvement." (Mistral Small, Financial close manageme)
- "Not as specialized as dedicated revenue subledgers" (Perplexity Sonar, Revenue recognition)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 5 | 2 | 0 | 7 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 1 | 10 | 0 | 0 | 11 |
| Perplexity Sonar | 1 | 7 | 0 | 1 | 9 |
| Grok 4.20 | 1 | 0 | 2 | 0 | 3 |
| Mistral Small | 2 | 1 | 0 | 1 | 4 |
| DeepSeek V4 Flash | 2 | 3 | 2 | 0 | 7 |
| Llama 4 Maverick | 0 | 4 | 3 | 0 | 7 |
| Qwen 3.7 Flash | 0 | 2 | 2 | 0 | 4 |
| Kimi K2 | 2 | 5 | 2 | 0 | 9 |
| GLM 4.7 FlashX | 1 | 4 | 1 | 0 | 6 |
| MiniMax M2.5 | 2 | 1 | 1 | 0 | 4 |
| GPT-6 Luna | 0 | 7 | 2 | 0 | 9 |
| Muse Glimmer 30B | 1 | 3 | 2 | 0 | 6 |

## Sources returned with these answers

The sites and pages cited by the answers that named Numeric, from 201 of the 207 answers that named it (only the models that return a source list).

### Domains cited

- prophix.com: 99
- cfoshortlist.com: 87
- bluecopa.com: 64
- numeric.io: 64 (its own site)
- dokka.com: 63
- g2.com: 55
- softwareadvice.com: 45
- simetrik.com: 42
- resources.rework.com: 37
- maxima.ai: 35

### Pages cited

- https://cfoshortlist.com/reports/best-account-reconciliation-software: 47
- https://prophix.com/blog/best-financial-close-software: 41
- https://dokka.com/best-financial-close-software-for-small-businesses: 39
- https://cfoshortlist.com/reports/best-financial-close-software: 36
- https://prophix.com/blog/the-10-best-account-reconciliation-software: 34
- https://capterra.com/financial-close-software: 28
- https://milestone.inc/blog/best-account-reconciliation-software-options: 22
- https://softwareadvice.com/financial-close: 22

## 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)
- 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://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.