# Coefficient: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 2 categories by 3 of 14 models. Page: https://www.gane.ai/index/finance/vendors/coefficient

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Financial consolidation](https://www.gane.ai/index/finance/accounting/financial-consolidation/index.md) | 0% | 27 | 0% | 2 |
| [FP&A platforms](https://www.gane.ai/index/finance/planning/fpa-platforms/index.md) | 0% | 38 | 0% | 1 |

## What the models said for it

- "Coefficient, which is a spreadsheet-native tool that offers real-time dashboards and automation starting at $59/month" (Llama 4 Maverick, Financial consolidation)
- "Cube or Coefficient — both are well-suited to small finance teams" (GPT-5.4 mini, FP&A platforms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Coefficient, from 8 of the 8 answers that named it (only the models that return a source list).

### Domains cited

- coefficient.io: 4 (its own site)
- reddit.com: 3
- farseer.com: 2
- fitsmallbusiness.com: 2
- fuelfinance.me: 2
- g2.com: 2
- patriotsoftware.com: 2
- thefinanceweekly.com: 2
- uschamber.com: 2
- autymate.com: 1

### Pages cited

- https://coefficient.io/cfo-resources/financial-consolidation-tools: 2
- https://fitsmallbusiness.com/accounting/best-reporting-tools: 2
- https://autymate.com/blog/best-financial-consolidation-software-in-2026-features-comparisons-buying-guide: 1
- https://banktrack.com/en/blog/alternatives-agicap: 1
- https://basedash.com/blog/how-to-choose-a-bi-tool-for-a-small-business: 1
- https://bluelinkerp.com/blog/pros-and-cons-of-quickbooks-quickbooks-limitations: 1
- https://cashflowfrog.com/: 1
- https://cashflowfrog.com/business/small-business: 1

## In its own words

What Coefficient's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: A no-code spreadsheet data connector with AI capabilities that connects Google Sheets and Excel to 150+ business systems and powers AI dashboards on live data. (https://coefficient.io/)
- For: leading GTM teams of all sizes (https://coefficient.io/)
- Price stated: Free $0 /month; Starter $49 /month; Pro $99 user/month; Enterprise volume discounts for teams (https://coefficient.io/pricing)
- Starting price: 49 (https://coefficient.io/pricing)
- Free plan or trial: Try in 60 seconds. No credit card required. (https://coefficient.io/)
- Integrations claimed: 150 (https://coefficient.io/)
- Customers named: Miro, Klaviyo, Mutiny, Cyrq Energy, Solv, Headstart Health, Thornton Capital, Jebbit

## What it publishes

Every page coefficient.io exposes, read 2026-09-29: 5678 addresses. By kind, pages and the last 90 days:

- blog: 374 pages, 0 in the last 90 days, latest 2026-06-05
- case study: 21 pages, 5 in the last 90 days, latest 2026-09-08
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest 2025-12-10
- conference or event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 26 pages, 0 in the last 90 days, latest 2025-12-23
- comparison: 175 pages, 0 in the last 90 days, latest 2026-06-05
- template or tool: 406 pages, 0 in the last 90 days, latest 2025-12-19
- glossary or explainer: 3 pages, 0 in the last 90 days, latest 2026-06-09
- Recent: 2026-09-08 case study: Procore revops cross crm dashboards https://coefficient.io/case-study/procore-revops-cross-crm-dashboards
- Recent: 2026-09-02 case study: Paytient revops self service dashboards https://coefficient.io/case-study/paytient-revops-self-service-dashboards
- Recent: 2026-08-28 case study: Parsec revops connectors dashboards https://coefficient.io/case-study/parsec-revops-connectors-dashboards
- Recent: 2026-08-17 case study: Invicti revops live dashboards https://coefficient.io/case-study/invicti-revops-live-dashboards
- Recent: 2026-08-17 case study: Invicti ai dashboards vs claude https://coefficient.io/case-study/invicti-ai-dashboards-vs-claude
- Recent: 2026-06-16 case study: Passport global adopts ai dashboards as the source of truth for leadership reviews https://coefficient.io/case-study/passport-global-adopts-ai-dashboards-as-the-source-of-truth-for-leadership-reviews

## 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.