# Coefficient: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/coefficient

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Territory and quota planning](https://www.gane.ai/index/gtm/revops/territory-and-quota-planning/index.md) | 0% | 66 | 0% | 1 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |
| 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 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- coefficient.io: 3 (its own site)
- basedash.com: 2
- dev.to: 2
- fitsmallbusiness.com: 2
- quotapath.com: 2
- accelo.com: 1
- aiflowreview.com: 1
- arrows.to: 1
- business-software.com: 1
- caliper.com: 1

### Pages cited

- https://basedash.com/blog/how-to-choose-a-bi-tool-for-a-small-business: 2
- https://coefficient.io/bi-tools-for-small-business: 2
- https://dev.to/vivekdraxlr/how-to-choose-a-bi-tool-for-a-small-team-without-regretting-it-in-six-months-3cm5: 2
- https://accelo.com/blog/best-business-intelligence-tools-small-businesses: 1
- https://aiflowreview.com/ai-business-intelligence-tools: 1
- https://arrows.to/resources/best-sales-planning-tools: 1
- https://business-software.com/blog/top-bi-solutions-for-small-business: 1
- https://caliper.com/maptitude/blog/25-best-sales-territory-mapping-software/default.htm: 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/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.