What AI assistants actually recommend when buyers ask about feature flag tools — measured weekly across 5 engines, published as open data.
Updated 2026-08-04 · 91 sampled answers · rolling 4-week window · methodology
Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.
Sample: 91 AI answers · Window: Jul 7, 2026 – Aug 4, 2026 (4-week rolling) · trend vs prior 4 weeks (56 answers)
Across 91 sampled AI answers from 5 engines, LaunchDarkly is recommended most often — appearing in 87.9% of recommendations, followed by Flagsmith (80.2%) and Unleash (75.8%).
This is a measurement of share of voice across 5 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | LaunchDarkly launchdarkly.com Best for: AI recommends LaunchDarkly most when buyers ask “best feature flag tools for SaaS engineering teams” (100% of those answers) | 87.9% 95% CI 79.6–93.1% 80 mentions · avg pos 4.3 first pick 42.5% | — | GROK 85.7%GEMINI 75%CHATGPT 100%CLAUDE 92.9%PERPLEXITY 92.9% | Claim |
| 2 | Flagsmith flagsmith.com Best for: AI recommends Flagsmith most when buyers ask “best feature flag tools for SaaS engineering teams” (100% of those answers) | 80.2% 95% CI 70.9–87.1% 73 mentions · avg pos 8.4 first pick 6.8% | — | GROK 100%GEMINI 85.7%CHATGPT 85.7%CLAUDE 64.3%PERPLEXITY 75% | Claim |
| 3 | Unleash getunleash.io Best for: AI recommends Unleash most when buyers ask “best feature toggle platforms for gradual rollouts” (100% of those answers) | 75.8% 95% CI 66.1–83.5% 69 mentions · avg pos 7.4 first pick 18.8% | — | GROK 100%GEMINI 85.7%CHATGPT 71.4%CLAUDE 71.4%PERPLEXITY 64.3% | Claim |
| 4 | GrowthBook growthbook.io Best for: AI recommends GrowthBook most when buyers ask “open-source alternatives to commercial feature flag platforms” (100% of those answers) | 75.8% 95% CI 66.1–83.5% 69 mentions · avg pos 8 first pick 7.2% | — | GROK 100%GEMINI 67.9%CHATGPT 92.9%CLAUDE 85.7%PERPLEXITY 64.3% | Claim |
| 5 | Statsig statsig.com Best for: AI recommends Statsig most when buyers ask “which feature flag tool has the best experimentation and targeting features” (100% of those answers) | 65.9% 95% CI 55.7–74.8% 60 mentions · avg pos 7.3 first pick 13.3% | — | GROK 85.7%GEMINI 64.3%CHATGPT 92.9%CLAUDE 78.6%PERPLEXITY 42.9% | Claim |
| 6 | PostHog posthog.com Best for: AI recommends PostHog most when buyers ask “how do I implement feature flags without building the infrastructure myself” (100% of those answers) | 61.5% 95% CI 51.3–70.9% 56 mentions · avg pos 8.5 first pick 10.7% | — | GROK 85.7%GEMINI 60.7%CHATGPT 71.4%CLAUDE 42.9%PERPLEXITY 60.7% | Claim |
| 7 | Split split.io Best for: AI recommends Split most when buyers ask “which feature flag tool has the best experimentation and targeting features” (76.9% of those answers) | 52.7% 95% CI 42.6–62.7% 48 mentions · avg pos 7.2 first pick 2.1% | — | GROK 42.9%GEMINI 53.6%CHATGPT 7.1%CLAUDE 92.9%PERPLEXITY 57.1% | Claim |
| 8 | ConfigCat configcat.com Best for: AI recommends ConfigCat most when buyers ask “how do I implement feature flags without building the infrastructure myself” (84.6% of those answers) | 45.1% 95% CI 35.2–55.3% 41 mentions · avg pos 8.5 first pick 7.3% | — | GROK 57.1%GEMINI 53.6%CHATGPT 42.9%CLAUDE 35.7%PERPLEXITY 39.3% | Claim |
| 9 | Optimizely optimizely.com Best for: AI recommends Optimizely most when buyers ask “which feature flag tool has the best experimentation and targeting features” (92.3% of those answers) | 41.8% 95% CI 32.2–52% 38 mentions · avg pos 8.5 first pick 2.6% | — | GROK 57.1%GEMINI 64.3%CHATGPT 28.6%CLAUDE 42.9%PERPLEXITY 21.4% | Claim |
| 10 | OpenFeature openfeature.dev Best for: AI recommends OpenFeature most when buyers ask “open-source alternatives to commercial feature flag platforms” (92.3% of those answers) | 34.1% 95% CI 25.2–44.3% 31 mentions · avg pos 12.6 first pick 0% | — | GROK 71.4%GEMINI 42.9%CHATGPT 42.9%CLAUDE 21.4%PERPLEXITY 17.9% | Claim |
| 11 | Flipt flipt.io Best for: AI recommends Flipt most when buyers ask “open-source alternatives to commercial feature flag platforms” (100% of those answers) | 26.4% 95% CI 18.4–36.3% 24 mentions · avg pos 10.7 first pick 4.2% | — | GROK 57.1%GEMINI 35.7%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 21.4% | Claim |
| 12 | Amplitude amplitude.com Best for: AI recommends Amplitude most when buyers ask “best feature toggle platforms for gradual rollouts” (69.2% of those answers) | 23.1% 95% CI 15.6–32.7% 21 mentions · avg pos 10.4 first pick 4.8% | — | GROK 57.1%GEMINI 25%CHATGPT 21.4%CLAUDE 21.4%PERPLEXITY 14.3% | Claim |
| 13 | DevCycle devcycle.com Best for: AI recommends DevCycle most when buyers ask “best feature flag tools for SaaS engineering teams” (38.5% of those answers) | 20.9% 95% CI 13.8–30.3% 19 mentions · avg pos 15.3 first pick 0% | — | GROK 42.9%GEMINI 32.1%CHATGPT 14.3%PERPLEXITY 17.9% | Claim |
| 14 | GO Feature Flag gofeatureflag.io Best for: AI recommends GO Feature Flag most when buyers ask “open-source alternatives to commercial feature flag platforms” (84.6% of those answers) | 18.7% 95% CI 12–27.9% 17 mentions · avg pos 9.6 first pick 5.9% | — | GROK 42.9%GEMINI 17.9%CHATGPT 14.3%PERPLEXITY 25% | Claim |
| 15 | FeatBit Best for: AI recommends FeatBit most when buyers ask “open-source alternatives to commercial feature flag platforms” (61.5% of those answers) | 18.7% 95% CI 12–27.9% 17 mentions · avg pos 10.4 first pick 0% | — | GROK 14.3%GEMINI 28.6%CLAUDE 7.1%PERPLEXITY 25% | Claim |
| 16 | Harness FME harness.io Best for: AI recommends Harness FME most when buyers ask “best feature flag tools for SaaS engineering teams” (46.2% of those answers) | 16.5% 95% CI 10.3–25.4% 15 mentions · avg pos 5.1 first pick 6.7% | — | GROK 28.6%GEMINI 21.4%CLAUDE 7.1%PERPLEXITY 21.4% | Claim |
| 17 | Flipper flippercloud.io Best for: AI recommends Flipper most when buyers ask “open-source alternatives to commercial feature flag platforms” (46.2% of those answers) | 12.1% 95% CI 6.9–20.4% 11 mentions · avg pos 11 first pick 0% | — | GROK 14.3%GEMINI 17.9%CLAUDE 7.1%PERPLEXITY 14.3% | Claim |
| 18 | Octopus Deploy octopus.com Best for: AI recommends Octopus Deploy most when buyers ask “how do I implement feature flags without building the infrastructure myself” (38.5% of those answers) | 7.7% 95% CI 3.8–15% 7 mentions · avg pos 8 first pick 0% | — | GROK 42.9%PERPLEXITY 14.3% | Claim |
| 19 | Firebase firebase.google.com Best for: AI recommends Firebase most when buyers ask “what should I use to do gradual feature rollouts and A/B tests in my app” (46.2% of those answers) | 7.7% 95% CI 3.8–15% 7 mentions · avg pos 10.4 first pick 0% | — | GROK 28.6%GEMINI 10.7%CHATGPT 7.1%CLAUDE 7.1% | Claim |
| 20 | Kameleoon kameleoon.com Best for: AI recommends Kameleoon most when buyers ask “best feature toggle platforms for gradual rollouts” (30.8% of those answers) | 6.6% 95% CI 3.1–13.6% 6 mentions · avg pos 3.6 first pick 16.7% | — | GROK 28.6%CLAUDE 14.3%PERPLEXITY 7.1% | Claim |
| 21 | Optimizely Feature Experimentation | 6.6% 95% CI 3.1–13.6% 6 mentions · avg pos 6.6 first pick 0% | — | GEMINI 14.3%PERPLEXITY 7.1% | Claim |
| 22 | VWO vwo.com | 6.6% 95% CI 3.1–13.6% 6 mentions · avg pos 23.4 first pick 0% | — | GEMINI 7.1%CHATGPT 14.3%CLAUDE 7.1%PERPLEXITY 3.6% | Claim |
| 23 | Segment segment.com | 5.5% 95% CI 2.4–12.2% 5 mentions · avg pos 6 first pick 20% | — | GEMINI 7.1%CLAUDE 14.3%PERPLEXITY 3.6% | Claim |
| 24 | Mixpanel mixpanel.com | 5.5% 95% CI 2.4–12.2% 5 mentions · avg pos 32.3 first pick 0% | — | GROK 14.3%CHATGPT 21.4%CLAUDE 7.1% | Claim |
| 25 | AWS aws.amazon.com | 4.4% 95% CI 1.7–10.8% 4 mentions · avg pos 11.8 first pick 0% | — | GROK 28.6%GEMINI 3.6%CLAUDE 7.1% | Claim |
| 26 | AB Tasty abtasty.com | 4.4% 95% CI 1.7–10.8% 4 mentions · avg pos 18.5 first pick 0% | — | GEMINI 10.7%CHATGPT 7.1% | Claim |
| 27 | CloudBees cloudbees.com | 3.3% 95% CI 1.1–9.2% 3 mentions · avg pos 11.3 first pick 0% | — | GEMINI 10.7% | Claim |
| 28 | Apptimize apptimize.com | 3.3% 95% CI 1.1–9.2% 3 mentions · avg pos 12.7 first pick 0% | — | GEMINI 10.7% | Claim |
| 29 | Eppo | 3.3% 95% CI 1.1–9.2% 3 mentions · avg pos 31.3 first pick 0% | — | CHATGPT 14.3%CLAUDE 7.1% | Claim |
| 30 | Dev.to dev.to Best for: AI recommends Dev.to most when buyers ask “lightweight feature flag tools vs full experimentation platforms” (30.8% of those answers) | 3.3% 95% CI 1.1–9.2% 3 mentions first pick 0% | — | PERPLEXITY 10.7% | Claim |
| 31 | Datadog datadoghq.com | 2.2% 95% CI 0.6–7.7% 2 mentions · avg pos 3 first pick 0% | — | GROK 14.3%PERPLEXITY 3.6% | Claim |
| 32 | Azure SQL Serverless learn.microsoft.com | 2.2% 95% CI 0.6–7.7% 2 mentions first pick 0% | — | PERPLEXITY 7.1% | Claim |
| 33 | flagd | 1.1% 95% CI 0.2–6% 1 mentions · avg pos 2 first pick 0% | — | GROK 14.3% | Claim |
| 34 | FeatureHub | 1.1% 95% CI 0.2–6% 1 mentions · avg pos 4 first pick 0% | — | GROK 14.3% | Claim |
| 35 | FF4J | 1.1% 95% CI 0.2–6% 1 mentions · avg pos 5 first pick 0% | — | GROK 14.3% | Claim |
| 36 | Featurevisor | 1.1% 95% CI 0.2–6% 1 mentions · avg pos 7 first pick 0% | — | CHATGPT 7.1% | Claim |
| 37 | OpenAlternative openalternative.co Best for: AI recommends OpenAlternative most when buyers ask “open-source alternatives to commercial feature flag platforms” (30.8% of those answers) | 1.1% 95% CI 0.2–6% 1 mentions · avg pos 7 first pick 0% | — | CHATGPT 7.1% | Claim |
| 38 | FlagShark flagshark.com | 1.1% 95% CI 0.2–6% 1 mentions · avg pos 9 first pick 0% | — | CHATGPT 7.1% | Claim |
| 39 | Vercel vercel.com | 1.1% 95% CI 0.2–6% 1 mentions · avg pos 9 first pick 0% | — | CLAUDE 7.1% | Claim |
| 40 | Cloudbees Feature Management | 1.1% 95% CI 0.2–6% 1 mentions · avg pos 15 first pick 0% | — | GEMINI 3.6% | Claim |
| 41 | Google Analytics analytics.google.com | 1.1% 95% CI 0.2–6% 1 mentions · avg pos 21 first pick 0% | — | GEMINI 3.6% | Claim |
| 42 | Apigee cloud.google.com | 1.1% 95% CI 0.2–6% 1 mentions first pick 0% | — | CHATGPT 7.1% | Claim |
| 43 | Azure API Management azure.microsoft.com | 1.1% 95% CI 0.2–6% 1 mentions first pick 0% | — | CHATGPT 7.1% | Claim |
| 44 | FeatureProbe featureprobe.io | 1.1% 95% CI 0.2–6% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 45 | Tggl tggl.io Best for: AI recommends Tggl most when buyers ask “what should I use to do gradual feature rollouts and A/B tests in my app” (30.8% of those answers) | 1.1% 95% CI 0.2–6% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
| 46 | WorkOS workos.com | 1.1% 95% CI 0.2–6% 1 mentions first pick 0% | — | PERPLEXITY 3.6% | Claim |
Reading the numbers: Share is a point estimate on 91 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.
Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.
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