# Flagsmith vs GrowthBook: which do AI models recommend for feature flags, October 2026

IT AI Recommendation Index, October 2026 Edition, Feature flags. Five of fourteen models named Flagsmith first on the direct prompt; zero named GrowthBook. Page: https://it-ai-index.com/developer/feature-flags/flagsmith-vs-growthbook/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Flagsmith | 25% | #1 of 8 | 5% | 57 | 14 of 14 |
| GrowthBook | 9% | #6 of 8 | 0% | 43 | 13 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: flagsmith first (first choices: Flagsmith) (alternatives: ConfigCat, LaunchDarkly, Statsig)
- Gemini 3.5 Flash: flagsmith first (first choices: Flagsmith) (alternatives: ConfigCat, GrowthBook, PostHog Feature Flags)
- Mistral Small: flagsmith first (first choices: Flagsmith) (alternatives: Flagship.io, GrowthBook)
- Llama 4 Maverick: flagsmith first (first choices: Flagsmith) (alternatives: Guideflow, LaunchDarkly, Unleash)
- Qwen 3.7 Flash: flagsmith first (first choices: Flagsmith, Unleash) (alternatives: GrowthBook, LaunchDarkly)
- Perplexity Sonar: neither first, one named (first choices: LaunchDarkly) (alternatives: ConfigCat, Flagsmith, GrowthBook, PostHog Feature Flags)
- Grok 4.1 Fast: neither first, one named (first choices: Statsig) (alternatives: Flagsmith, GrowthBook)
- DeepSeek V4 Flash: neither first, one named (first choices: ConfigCat) (alternatives: Flagsmith, LaunchDarkly)
- Kimi K2: neither first, one named (first choices: ConfigCat) (alternatives: Flagsmith, Split)
- GLM 4.7 FlashX: neither first, one named (first choices: ConfigCat) (alternatives: Flagsmith, Statsig)
- MiniMax M2.5: neither first, one named (first choices: LaunchDarkly, Statsig) (alternatives: ConfigCat, GrowthBook, Unleash)
- GPT-5.4 mini: neither named (first choices: LaunchDarkly, Statsig) (alternatives: Unleash)
- GPT-6 Luna: neither named (first choices: LaunchDarkly) (alternatives: Statsig, Unleash)
- Muse Glimmer 30B: neither named (first choices: ConfigCat, Unleash) (alternatives: Split, Statsig)

## What the models said about Flagsmith

- "The free cloud tier is narrow for team collaboration. Documentation notes a default security posture to consider" (Muse Glimmer 30B, negative prompt, soft negative)
- "Open-source tools like Unleash and Flagsmith can introduce complexities during setup and ongoing maintenance" (Claude Haiku 4.5, negative prompt, soft negative)
- "Free cloud tier available (though limits are tight for teams)" (DeepSeek V4 Flash, budget prompt, soft negative)
- "Flagsmith is a good fit for mid-market engineering teams that want feature flags and remote configuration in a single tool" (Claude Haiku 4.5, direct prompt, first choice)
- "The Best All-Around Value: Flagsmith ... widely considered the best "low friction" option for startups and small teams" (Qwen 3.7 Flash, budget prompt, first choice)
- "If you want a simple, cost-effective, and flexible feature flag platform, Flagsmith is a top choice." (Mistral Small, direct prompt, first choice)

## What the models said about GrowthBook

- "could be Flagsmith or GrowthBook, as they offer self-hosted alternatives with a typical budget of $0–$6000/month" (Llama 4 Maverick, budget prompt, first choice)
- "For a mid-sized B2B company, GrowthBook is the strongest all-around recommendation." (DeepSeek V4 Flash, paraphrase prompt, first choice)
- "If you want a free, open-source option, GrowthBook is a great choice." (Mistral Small, budget prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.