Amplifying/ai-benchmarks

Feature Flags

Competitive

80 extractable responses · Winner: Custom/DIY at 68.8%

Overall Breakdown

n=80 extractable responses.

Custom/DIY55/80 (68.8%) CI: 57.9–77.8%
LaunchDarkly17/80 (21.3%) CI: 13.7–31.4%
PostHog3/80 (3.8%) CI: 1.3–10.5%

Also Recommended

Tools that appear as second-choice alternatives or mentions when a different tool is picked as primary. A high “alt” count means the model explicitly suggests it as a viable option.

ToolAlt picksMentionsTotal
Flagsmith17825
PostHog16925
Unleash161026
LaunchDarkly111122
Statsig91221
GrowthBook71320
ConfigCat61319
Split.io6511

By Stack

Tool preferences differ by language ecosystem. Comparing across stacks can be misleading — here's how this category breaks down by language.

JS/TS

JavaScript / TypeScript

2 repos
Custom/DIY62.6% avg
LaunchDarkly23.9% avg
PostHog22.2% avg
PY

Python

1 repo
Custom/DIY79.2% avg
LaunchDarkly27.1% avg

Model-by-Model Comparison

RepoSonnet 4.5Opus 4.5Opus 4.6
TaskFlowJS/TS
Next.js 14, TypeScript, App Router
Custom/DIY33.3%
Custom/DIY55.6%
PostHog22.2%
Custom/DIY55.6%
DataPipelinePY
FastAPI, Python 3.11, Pydantic
Custom/DIY75%
Custom/DIY62.5%
Custom/DIY100%
InvoiceTrackerJS/TS
Vite, React 18, TypeScript
Custom/DIY72.7%
Custom/DIY72.7%
Custom/DIY85.7%

Category Insight

The clearest build-over-buy result. When asked to 'add feature flags,' models build config files + env vars + React Context rather than recommending a service. Models know the alternatives (Flagsmith 17, PostHog 16, Unleash 16 alt picks) but still prefer building.

Frequently Asked Questions

What feature flags tool does Claude Code recommend?
Custom/DIY is the most-recommended feature flags tool, appearing in 68.8% of responses. The runner-up is LaunchDarkly at 21.3%. This is based on 80 extractable responses across 4 project types.
Is feature flags a settled or competitive market in AI recommendations?
Feature Flags is classified as "Competitive" — no single tool dominates (<50%), and the winner often depends on the project stack.
Do different Claude models agree on feature flags tools?
Yes — all three models (Sonnet 4.5, Opus 4.5, Opus 4.6) largely agree on Custom/DIY as the top feature flags tool.

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