# Coefficient: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 3 judge labels across 2 categories by 3 of 14 models. Page: https://finance-ai-index.com/vendors/coefficient/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| FP&A platforms | 0% | 26 | 0% | 2 |
| Financial reporting and dashboards | 0% | 60 | 0% | 1 |

## What the models said for it

- "G2's small-business guidance points to both as easy-to-use options" (GPT-5.4 mini, FP&A platforms)

## Movement since September 2026

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

- FP&A platforms: 0% to 0%, ±0. Inside the floor by 10 points · rank 29 → 26 of 74.
- Financial reporting and dashboards: 0% to 0%, ±0. Inside the floor by 10 points · rank 68 → 60 of 105.

## 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://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.