# Contentstack: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 3 categories by 8 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/contentstack

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Content management systems for marketing sites](https://www.gane.ai/index/gtm/marketing/marketing-cms/index.md) | 0% | 9 | 17% | 6 |
| [Content marketing platforms](https://www.gane.ai/index/gtm/marketing/content-marketing-platforms/index.md) | 0% | 32 | 0% | 3 |
| [Product information management](https://www.gane.ai/index/gtm/revops/product-information-management/index.md) | 0% | 51 | 0% | 1 |

## What the models said for it

- "Both are highlighted for consistent brand messaging and headless CMS capabilities, respectively." (Mistral Small, Content marketing)
- "best for headless and multi-channel growth... They require a stronger development capability" (Perplexity Sonar, Marketing CMS)
- "Contentstack is the leading headless CXP for mid-market teams that want composability" (Claude Haiku 4.5, Content marketing)
- "API-first CMS with AI agents, multi-location governance, composable architecture" (Qwen 3.7 Flash, Content marketing)

## And against it

- "overkill and developer-heavy unless you need API-first flexibility" (Grok 4.20, Marketing CMS)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| 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 Contentstack, from 33 of the 35 answers that named it (only the models that return a source list).

### Domains cited

- webflow.com: 12
- wpvip.com: 12
- blog.hubspot.com: 11
- brightspot.com: 11
- dxpscorecard.com: 10
- contentstack.com: 7 (its own site)
- dotcms.com: 7
- contentful.com: 6
- coremedia.com: 6
- gane.ai/index: 6

### Pages cited

- https://webflow.com/blog/enterprise-cms: 8
- https://smarte.pro/blog/enterprise-cms-platforms: 6
- https://wpvip.com/blog/10-best-enterprise-content-management-systems: 6
- https://blog.hubspot.com/website/best-cms-systems: 5
- https://brightspot.com/cms-resources/cms-selection-guide: 5
- https://dotcms.com/blog/enterprise-cms-how-to-choose-a-cost-efficient-secure-platform-that-scales: 4
- https://drcsystems.com/blogs/what-enterprise-cms-to-choose-in-2024: 4
- https://elcom.com.au/resources/blog/12-best-enterprise-cms-platforms: 4

## In its own words

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

- Positioning: Agentic Experience Platform (https://contentstack.com/)
- For: digital teams, industry pioneers and leaders (https://contentstack.com/)
- Price stated: Plans & Pricing (https://contentstack.com/)
- Starting price: $0/ month, forever (https://www.contentstack.com/pricing)
- Free plan or trial: Start free (https://contentstack.com/)
- Customers named: Burberry, Air France-KLM, MongoDB, Land O'Lakes, Mattel, Golfbreaks, Simmons & Simmons, Bibby Financial Services

## What it publishes

Every page contentstack.com exposes, read 2026-09-29: 6006 addresses. By kind, pages and the last 90 days:

- blog: 851 pages, 2 in the last 90 days, latest 2026-09-11
- case study: 18 pages, 0 in the last 90 days, latest 2023-05-24
- webinar or virtual event: 82 pages, 0 in the last 90 days, latest 2026-02-26
- conference or event: 6 pages, 0 in the last 90 days, latest 2017-07-14
- report or ebook: 119 pages, 2 in the last 90 days, latest 2026-07-13
- comparison: 47 pages, 0 in the last 90 days, latest 2026-04-03
- template or tool: 2 pages, 0 in the last 90 days, latest 2026-02-27
- glossary or explainer: 287 pages, 0 in the last 90 days, latest 2026-03-12
- podcast or video: 2 pages, 0 in the last 90 days, latest 2021-06-25
- news or press: 31 pages, 0 in the last 90 days, latest 2026-06-16
- Recent: 2026-09-11 blog: How contentstacks support and training compare to competitors https://www.contentstack.com/blog/tech-talk/how-contentstacks-support-and-training-compare-to-competitors
- Recent: 2026-08-28 blog: 3 reasons enterprises choose contentstack over contentful https://www.contentstack.com/blog/all-about-headless/3-reasons-enterprises-choose-contentstack-over-contentful
- Recent: 2026-07-13 report or ebook: Forrester tei headless cms 2026 https://www.contentstack.com/resources/report/forrester-tei-headless-cms-2026
- Recent: 2026-07-06 report or ebook: Agentic enterprise report 2026 https://www.contentstack.com/resources/report/agentic-enterprise-report-2026
- Recent: 2026-06-18 report or ebook: AI Governance and Security: An Essential Guide for Enterprises https://www.contentstack.com/resources/report/ai-governance-and-security-guide
- Recent: 2026-06-17 report or ebook: Understand Contentstack tool definitions https://developers.contentstack.com/guides/how-to-build-your-own-mcp-server-with-contentstack-s-tools-api/understand-contentstack-tool-definitions

## 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.