# FeatBit: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/featbit

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Feature flags](https://www.gane.ai/index/it/developer/feature-flags/index.md) | 0% | 16 | 0% | 4 |

## 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 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named FeatBit, from 9 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- featbit.co: 8 (its own site)
- getunleash.io: 7
- flagsmith.com: 6
- posthog.com: 6
- growthbook.io: 5
- convert.com: 4
- statsig.com: 4
- toolradar.com: 4
- github.com: 3
- guptadeepak.com: 3

### Pages cited

- https://convert.com/blog/full-stack-experimentation/feature-flag-rollout-tools: 4
- https://featbit.co/self-hosted-feature-flags/enterprise-buyer-profiles: 4
- https://posthog.com/compare/best-open-source-feature-flag-tools: 4
- https://flagsmith.com/blog/top-7-feature-flag-tools: 3
- https://guptadeepak.com/tools/top-5-feature-flag-management-tools-2026: 3
- https://toolradar.com/best/feature-flags: 3
- https://ciopages.com/buyer-guides/feature-flag-management: 2
- https://featbit.co/blogs/best-feature-flag-tools-2027: 2

## In its own words

What FeatBit's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Feature Flag Infrastructure for AI Era (https://www.featbit.co/)
- For: engineering and product teams (https://www.featbit.co/)
- Price stated: Foundation $0; Enterprise $3,999/year; Enterprise Premium Custom (https://www.featbit.co/pricing)
- Starting price: 0 (https://www.featbit.co/pricing)
- Free plan or trial: Try it Free (https://www.featbit.co/)

## What it publishes

Every page featbit.co exposes, read 2026-09-29: 511 addresses. By kind, pages and the last 90 days:

- blog: 222 pages, 3 in the last 90 days, latest 2026-07-16
- comparison: 32 pages, 0 in the last 90 days, latest 2026-06-24
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 6 pages, 0 in the last 90 days, latest 2026-06-26
- Recent: 2026-07-16 blog: Can frontier models solve project security https://www.featbit.co/blogs/can-frontier-models-solve-project-security
- Recent: 2026-07-13 blog: Best feature flag tools 2027 https://www.featbit.co/blogs/best-feature-flag-tools-2027
- Recent: 2026-07-13 blog: Open source feature flag tools 2027 https://www.featbit.co/blogs/open-source-feature-flag-tools-2027
- Recent: 2026-06-26 blog: How drift monitoring and feature flags work together https://www.featbit.co/blogs/how-drift-monitoring-and-feature-flags-work-together
- Recent: 2026-06-26 blog: Monitor model upgrade latency cost https://www.featbit.co/blogs/monitor-model-upgrade-latency-cost
- Recent: 2026-06-26 blog: Time to first token monitoring https://www.featbit.co/blogs/time-to-first-token-monitoring

## 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.