# GrowthBook: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 47 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/growthbook

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Feature flags](https://www.gane.ai/index/it/developer/feature-flags/index.md) | 14% | 4 | 4% | 47 |

## What the models said for it

- "For most mid-market B2B companies, GrowthBook or Flagsmith provide the best balance of features, pricing, and ease of use." (GLM 4.7 FlashX, Feature flags)
- "GrowthBook stands out as the best overall value and capability match for mid-market B2B companies." (DeepSeek V4 Flash, Feature flags)
- "My default pick: GrowthBook for a small company that wants to keep costs near zero." (GPT-6 Luna, Feature flags)
- "For a company with a limited budget, GrowthBook is the strongest overall choice" (Perplexity Sonar, Feature flags)

## And against it

- "Any self-hosted option—including Unleash, Flagsmith, or GrowthBook: be cautious" (GPT-6 Luna, Feature flags)
- "GrowthBook — full SaaS without viable self-hosting option" (DeepSeek V4 Flash, Feature flags)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 0 | 3 |
| Perplexity Sonar | 1 | 3 | 0 | 0 | 4 |
| Grok 4.20 | 0 | 4 | 1 | 0 | 5 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 2 | 1 | 1 | 5 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 0 | 3 |
| Kimi K2 | 2 | 2 | 1 | 0 | 5 |
| GLM 4.7 FlashX | 2 | 2 | 0 | 0 | 4 |
| MiniMax M2.5 | 0 | 4 | 0 | 0 | 4 |
| GPT-6 Luna | 1 | 1 | 0 | 1 | 3 |
| Muse Glimmer 30B | 0 | 3 | 1 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named GrowthBook, from 120 of the 127 answers that named it (only the models that return a source list).

### Domains cited

- growthbook.io: 76 (its own site)
- flagsmith.com: 72
- posthog.com: 53
- getunleash.io: 44
- convert.com: 41
- github.com: 41
- statsig.com: 40
- configcat.com: 36
- harness.io: 33
- toolradar.com: 33

### Pages cited

- https://convert.com/blog/full-stack-experimentation/feature-flag-rollout-tools: 41
- https://flagsmith.com/blog/top-7-feature-flag-tools: 37
- https://github.com/Dxlxz/universal-design-system/blob/main/docs/research/top-feature-flags-2026.md: 34
- https://guptadeepak.com/tools/top-5-feature-flag-management-tools-2026: 29
- https://news.ycombinator.com/item: 26
- https://linkedin.com/pulse/best-feature-flag-management-tools-rajesh-kumar-j0doc: 25
- https://harness.io/blog/feature-flag-tools-compared-10-best-platforms-for-safer-releases: 22
- https://toolradar.com/best/feature-flags: 21

## In its own words

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

- Positioning: Warehouse-native platform for A/B testing, feature flags, and product analytics. (https://growthbook.io/)
- For: modern product teams (https://growthbook.io/)
- Price stated: Free tier available with paid plans (https://growthbook.io/)
- Starting price: 0 (https://growthbook.io/)
- Free plan or trial: Free tier available (https://growthbook.io/)
- Integrations claimed: 24 (https://growthbook.io/)
- Certifications: SOC 2 Type II, GDPR, COPPA, CCPA, HIPAA, ISO 27001
- Hosting: AWS, all major clouds, on-prem
- Customers named: Dropbox, Wikimedia, Breeze Airways, The Philadelphia Inquirer, TodayTix, Khan Academy, Oda, Lingokids

## What it publishes

Every page growthbook.io exposes, read 2026-09-29: 955 addresses. By kind, pages and the last 90 days:

- blog: 357 pages, 75 in the last 90 days, latest 2026-09-24
- case study: 13 pages, 0 in the last 90 days, latest undated
- conference or event: 14 pages, 9 in the last 90 days, latest 2026-10-15
- report or ebook: 22 pages, 0 in the last 90 days, latest 2026-06-02
- comparison: 74 pages, 35 in the last 90 days, latest 2026-09-22
- template or tool: 7 pages, 0 in the last 90 days, latest 2023-11-28
- glossary or explainer: 10 pages, 7 in the last 90 days, latest 2026-09-21
- podcast or video: 91 pages, 0 in the last 90 days, latest undated
- Recent: 2026-10-15 conference or event: Berlin experimentation meetup https://www.growthbook.io/events/berlin-experimentation-meetup
- Recent: 2026-10-15 conference or event: Snowflake worldtour nyc https://www.growthbook.io/events/snowflake-worldtour-nyc
- Recent: 2026-09-29 conference or event: The ai conference https://www.growthbook.io/events/the-ai-conference
- Recent: 2026-09-24 blog: Why twilio ships on signals instead of significance edge https://www.growthbook.io/blog/why-twilio-ships-on-signals-instead-of-significance-edge
- Recent: 2026-09-23 blog: Ab testing for healthcare https://www.growthbook.io/insights/ab-testing-for-healthcare
- Recent: 2026-09-23 conference or event: Growthbook 5 1 office hours https://www.growthbook.io/events/growthbook-5-1-office-hours

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.