# CaliberMind: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 8 judge labels across 3 categories by 5 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/calibermind

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Attribution and marketing mix modeling](https://www.gane.ai/index/gtm/marketing/attribution-mmm/index.md) | 0% | 25 | 0% | 6 |
| [Customer data platforms](https://www.gane.ai/index/gtm/gtm-data/customer-data-platforms/index.md) | 0% | 33 | 0% | 1 |
| [Identity resolution](https://www.gane.ai/index/gtm/gtm-data/identity-resolution/index.md) | 0% | 50 | 0% | 1 |

## What the models said for it

- "CaliberMind is a unified B2B measurement platform that combines multi-touch attribution with marketing mix modeling" (Claude Haiku 4.5, Attribution & MMM)
- "CaliberMind combines identity resolution with multi-touch attribution modeling in a unified customer data platform" (Claude Haiku 4.5, Identity)
- "I'd put CaliberMind on the shortlist instead... positioned for more sophisticated enterprise-style setups" (GPT-6 Luna, Attribution & MMM)
- "*Best for Enterprise-Leaning Mid-Market & Complex Data Needs*" (Gemini 3.5 Flash, Attribution & MMM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 0 | 0 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named CaliberMind, from 18 of the 20 answers that named it (only the models that return a source list).

### Domains cited

- cometly.com: 10
- calibermind.com: 8 (its own site)
- usermaven.com: 8
- aboutmartech.com: 7
- gane.ai/index: 7
- improvado.io: 6
- orm-tech.com: 6
- heeet.io: 5
- admetrics.io: 4
- business.adobe.com: 4

### Pages cited

- https://orm-tech.com/blog/best-marketing-attribution-software: 6
- https://aboutmartech.com/blog/marketing-attribution-companies: 5
- https://calibermind.com/solutions/marketing-mix-modeling: 4
- https://www.gane.ai/index/gtm/marketing/attribution-mmm/enterprise: 4
- https://heeet.io/blog/15-best-multi-touch-marketing-attribution-platforms-compared-in-depth: 4
- https://improvado.io/blog/marketing-mix-modeling-providers: 4
- https://revsure.ai/blog/best-marketing-attribution-software: 4
- https://usermaven.com/blog/enterprise-marketing-attribution-platforms: 4

## In its own words

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

- Positioning: a unified marketing measurement and revenue analytics platform for enterprises (https://calibermind.com/)
- For: CMOs and heads of marketing; Demand Generation, Revenue Operations, Marketing Operations, Marketing Analysts, Sales Teams, and Marketing Leaders (https://calibermind.com/)
- Integrations claimed: 170 (https://calibermind.com/)
- Certifications: SOC 2 Type II
- Customers named: Airship, NetApp, Brightly Software, Superside, Implan, Fidelis, Sheerid, Jornaya

## What it publishes

Every page calibermind.com exposes, read 2026-09-29: 658 addresses. By kind, pages and the last 90 days:

- blog: 105 pages, 8 in the last 90 days, latest 2026-08-20
- case study: 8 pages, 0 in the last 90 days, latest 2026-06-24
- webinar or virtual event: 67 pages, 1 in the last 90 days, latest 2026-07-09
- report or ebook: 3 pages, 0 in the last 90 days, latest 2025-12-18
- comparison: 11 pages, 2 in the last 90 days, latest 2026-08-06
- glossary or explainer: 8 pages, 0 in the last 90 days, latest 2025-04-30
- news or press: 1 pages, 0 in the last 90 days, latest 2022-03-10
- Recent: 2026-08-20 blog: How to choose the right content distribution channel for b2b lead gen https://calibermind.com/articles/how-to-choose-the-right-content-distribution-channel-for-b2b-lead-gen
- Recent: 2026-08-11 blog: B2b ad audience segments for linkedin and beyond https://calibermind.com/articles/b2b-ad-audience-segments-for-linkedin-and-beyond
- Recent: 2026-08-10 blog: Multi touch attribution for b2b enterprise understanding markov chains https://calibermind.com/articles/multi-touch-attribution-for-b2b-enterprise-understanding-markov-chains
- Recent: 2026-08-06 comparison: Online vs offline channel mapping https://docs.calibermind.com/onboarding/online-vs-offline-channel-mapping
- Recent: 2026-08-05 blog: B2b multi touch attribution for enterprises https://calibermind.com/articles/b2b-multi-touch-attribution-for-enterprises
- Recent: 2026-07-27 blog: The critical role of governance in the mcp wild west era https://calibermind.com/articles/the-critical-role-of-governance-in-the-mcp-wild-west-era

## 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.