Feature flags for small business buyers
Asked as “feature flag platform”, and as “feature management tool”, on behalf of a small B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
41%
Clear leader
41ConfigCat27Flagsmith16PostHog Feature Flags16others
41% of first choices, clear leader.
Since October 2026↗new leaderNew leader since October 2026: ConfigCat (41%) replaces Flagsmith (32% then, 27% now), 14 points clear, past the 11-point floor.ConfigCat leads at 41%, replacing Flagsmith, which led at 32% and stands at 27% now: 14 points clear, past the floor. The verdict moved from contested to clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
ConfigCat41%Clear leader↗new leaderNew leader since October 2026: ConfigCat (41%) replaces Flagsmith (32% then, 27% now), 14 points clear, past the 11-point floor.This pageMid-market
LaunchDarkly24%Contested↗new leaderNew leader since October 2026: LaunchDarkly (24%) replaces Flagsmith (25% then, 22% now), 2 points clear, inside the 11-point floor.Standing →EnterpriseLaunchDarkly56%Clear leader▼−7Since October 2026: 63% → 56%, −7 points. Inside the 11-point floor: within noise.Standing →
ConfigCat41%Clear leader↗new leaderNew leader since October 2026: ConfigCat (41%) replaces Flagsmith (32% then, 27% now), 14 points clear, past the 11-point floor.This pageMid-marketLaunchDarkly24%Contested↗new leaderNew leader since October 2026: LaunchDarkly (24%) replaces Flagsmith (25% then, 22% now), 2 points clear, inside the 11-point floor.Standing →EnterpriseLaunchDarkly56%Clear leader▼−7Since October 2026: 63% → 56%, −7 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01ConfigCat41%0%63endorsed leader▲+9Since October 2026: 32% → 41%, +9 points. Inside the 11-point floor: within noise.32% → 41%
ConfigCat41%0%63endorsed leader▲+9Since October 2026: 32% → 41%, +9 points. Inside the 11-point floor: within noise.32% → 41%02
Flagsmith27%6%70accepted challenger▼−5Since October 2026: 32% → 27%, −5 points. Inside the 11-point floor: within noise.32% → 27%
Flagsmith27%6%70accepted challenger▼−5Since October 2026: 32% → 27%, −5 points. Inside the 11-point floor: within noise.32% → 27%03
PostHog Feature Flags16%4%55accepted challenger▲+7Since October 2026: 9% → 16%, +7 points. Inside the 11-point floor: within noise.9% → 16%
PostHog Feature Flags16%4%55accepted challenger▲+7Since October 2026: 9% → 16%, +7 points. Inside the 11-point floor: within noise.9% → 16%04
Statsig5%16%43accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise.5% → 5%
Statsig5%16%43accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise.5% → 5%05
GrowthBook4%2%45accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%
GrowthBook4%2%45accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%06LaunchDarkly2%81%58criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
LaunchDarkly2%81%58criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the two products at 0%, ordered by negative rate
08
Split0%67%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Split0%67%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Unleash0%16%58accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
Unleash0%16%58accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
LaunchDarkly vs UnleashLaunchDarkly vs StatsigLaunchDarkly vs PostHog Feature FlagsLaunchDarkly vs SplitFlagsmith vs ConfigCatFlagsmith vs GrowthBookFlagsmith vs UnleashFlagsmith vs StatsigFlagsmith vs PostHog Feature FlagsFlagsmith vs SplitConfigCat vs GrowthBookConfigCat vs UnleashConfigCat vs StatsigConfigCat vs PostHog Feature FlagsConfigCat vs SplitGrowthBook vs UnleashGrowthBook vs StatsigGrowthBook vs PostHog Feature FlagsGrowthBook vs SplitUnleash vs StatsigUnleash vs PostHog Feature FlagsUnleash vs SplitStatsig vs PostHog Feature FlagsStatsig vs SplitPostHog Feature Flags vs Split
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01ConfigCat41%
ConfigCat41%02Flagsmith27%
Flagsmith27%03PostHog Feature Flags16%
PostHog Feature Flags16%04Statsig5%
Statsig5%05GrowthBook4%
GrowthBook4%06LaunchDarkly2%
LaunchDarkly2%07Unleash0%
Unleash0%08Split0%
Split0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
LaunchDarkly81%
47 of 58 labels negative · 14 of 14 models · 13 hard negative
“Pricing is steep, especially as seats and monthly context/MAU counts grow. Smaller teams may find it hard to justify versus open-source or cheaper alternatives.” Muse Glimmer 30B, negative prompt
Split67%
14 of 21 labels negative · 9 of 14 models · 7 hard negative
“it's enterprise-focused with opaque or high pricing ... It can become costly for small businesses” Grok 4.20, negative prompt
Unleash16%
9 of 58 labels negative · 8 of 14 models · 1 hard negative
“What to Avoid for Tight Budgets” Grok 4.20, budget prompt
Statsig16%
7 of 43 labels negative · 7 of 14 models · 2 hard negative
“Per-event / per-experiment pricing can produce surprise bills... The price can become expensive at scale” Muse Glimmer 30B, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 821 links across 137 sites, every framing counted. Ranked by the number of answers carrying the site or page. 27 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Flagsmith35 answers · 57 citations · 14 models
vendor site · GrowthBook33 answers · 62 citations · 13 models
vendor site · PostHog31 answers · 54 citations · 12 models
30 answers · 50 citations · 10 models
vendor site · ConfigCat28 answers · 49 citations · 12 models
vendor site · Convert24 answers · 24 citations · 8 models
vendor site · Statsig19 answers · 32 citations · 10 models
vendor site · G219 answers · 24 citations · 11 models
vendor site · Harness18 answers · 22 citations · 8 models
vendor site · GitHub17 answers · 21 citations · 9 models
vendor site · LinkedIn17 answers · 18 citations · 7 models
15 answers · 22 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
24 answers · 8 models
23 answers · 10 models
17 answers · 7 models
15 answers · 7 models
14 answers · 7 models
14 answers · 6 models
12 answers · 8 models
12 answers · 9 models
12 answers · 9 models
12 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best feature flag platform”, “feature flag platform”, “feature flag platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| ConfigCat configcat.com | 41% | 127 | 590 | 3 | 4,127 | 2 | 6 | |
| Flagsmith flagsmith.com | 27% | 157 | 880 | 5 | 2,618 | 3 | 3 | |
| PostHog Feature Flags posthog.com | 16% | 100 | 320 | 6 | 25,936 | 120 | ||
| Statsig statsig.com | 5% | 120 | 12,100 | 182 | 353,837 | $176 | 6 | |
| GrowthBook growthbook.io | 4% | 120 | 2,900 | 14 | 26,646 | 26 | 1 | |
| Reflag reflag.com | 4% | 8 | 140 | 0 | 193 | 0 | ||
| Featureflip featureflip.io | 2% | 3 | ||||||
| LaunchDarkly launchdarkly.com | 2% | 179 | 14,800 | 410 | 40,192 | $66 | 21 | 1 |
| Unleash getunleash.io Unleash 0%, Unleash Open Source 0% | 0% | 171 | 22,200 | 13,441 | 8,250 | 5 | 4 | |
| DevCycle devcycle.com | 0% | 23 | 260 | 1 | 2,701 | 0 |
Google's top ten for the three searches hold 15 sites; 4 of them are among the sites the models cited here (configcat.com, flagsmith.com, getunleash.io, growthbook.io). The first result for “best feature flag platform” is growthbook.io.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best feature flag platform for a small B2B company?”Paraphrase“Which feature management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top feature flag platforms for a small team and how do they differ?”Budget-constrained“What is the best feature flag platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a feature flag platform. What should we look at?”Negative“Which feature flag platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5ReflagReflagHeldConfigCatagainst: LaunchDarklyConfigCatno first choiceagainst: Flagsmith, LaunchDarkly, PostHog Feature Flags
Three alternatives
ConfigCat, Flagsmith, StatsigThree alternatives
ConfigCat, Flagsmith, StatsigFour alternatives
Flagsmith, PostHog Feature Flags, Statsig, UnleashThree alternatives
Flagsmith, Statsig, UnleashGPT-5.4 miniConfigCat, Statsigagainst: LaunchDarklyLaunchDarklyChangedFlagsmithagainst: LaunchDarklyFlagsmith, PostHog Feature Flagsagainst: LaunchDarklyno first choicenothing named
One alternative
UnleashThree alternatives
ConfigCat, PostHog Feature Flags, UnleashOne alternative
ConfigCatGemini 3.5 FlashConfigCat, PostHog Feature Flagsagainst: LaunchDarklyFlagsmithChangedagainst: LaunchDarklyPostHog Feature Flagsagainst: LaunchDarklyPostHog Feature Flagsagainst: LaunchDarklyno first choiceagainst: LaunchDarkly, Splitagainst: Cloudflare Flagship, Flagsmith, Flipt, Harness, LaunchDarkly, Optimizely, Unleash, VWO, Vercel Edge Config
Four alternatives
Flagsmith, Schematic, Statsig, UnleashTwo alternatives
ConfigCat, PostHog Feature FlagsFour alternatives
ConfigCat, Flagsmith, GrowthBook, StatsigFive alternatives
ConfigCat, Flagsmith, GrowthBook, Statsig, UnleashPerplexity SonarConfigCatagainst: LaunchDarklyConfigCatHeldConfigCat, DevCycleagainst: LaunchDarklyConfigCatagainst: LaunchDarklyno first choiceagainst: Cloudflare Flagship, Harness, LaunchDarkly, Split, Statsig, Unleash
Three alternatives
Flagsmith, GrowthBook, PostHog Feature FlagsTwo alternatives
Flagsmith, GrowthBookFour alternatives
Flagsmith, GrowthBook, PostHog Feature Flags, UnleashFive alternatives
Flagsmith, GrowthBook, PostHog Feature Flags, Statsig, UnleashGrok 4.20ConfigCatagainst: Harness, LaunchDarkly, SplitConfigCatHeldagainst: LaunchDarklyConfigCat, Flagsmithagainst: LaunchDarkly, SplitPostHog Feature Flagsagainst: LaunchDarkly, Split, UnleashFlagsmithagainst: LaunchDarklyagainst: LaunchDarkly, Optimizely, Split
Two alternatives
Flagsmith, UnleashTwo alternatives
Flagsmith, UnleashTwo alternatives
DevCycle, GrowthBookFour alternatives
ConfigCat, Flagsmith, GO Feature Flag, flagdThree alternatives
GrowthBook, Harness Feature Flags, UnleashMistral SmallConfigCat, Flagsmithagainst: LaunchDarklyno first choiceChangedagainst: LaunchDarkly, SplitConfigCatagainst: LaunchDarklyConfigCat, Flagsmithno first choiceagainst: LaunchDarkly, Split
One alternative
PostHog Feature FlagsTwo alternatives
ConfigCat, UnleashTwo alternatives
Flagsmith, UnleashOne alternative
LaunchDarklyDeepSeek V4 FlashGrowthBookagainst: LaunchDarkly, PostHog Feature Flags, Split, StatsigConfigCatChangedStatsigConfigCat, PostHog Feature FlagsPostHog Feature Flagsagainst: LaunchDarklyagainst: Harness, LaunchDarkly, Optimizely, Split
Two alternatives
ConfigCat, FlagsmithTwo alternatives
Flagsmith, PostHog Feature FlagsSix alternatives
ConfigCat, Flagsmith, GrowthBook, LaunchDarkly, PostHog Feature Flags, UnleashThree alternatives
Flagsmith, GrowthBook, UnleashThree alternatives
Flagsmith, Statsig, UnleashLlama 4 MaverickFlagsmithFlagsmithHeldLaunchDarklyFlagsmithno first choiceagainst: LaunchDarkly, Statsig, Unleash
One alternative
ConfigCatTwo alternatives
ConfigCat, PostHog Feature FlagsSix alternatives
ConfigCat, Flagsmith, GrowthBook, PostHog Feature Flags, Statsig, UnleashThree alternatives
ConfigCat, GrowthBook, UnleashQwen 3.7 FlashFlagsmithagainst: LaunchDarklyConfigCatChangedagainst: LaunchDarklyConfigCatagainst: LaunchDarklyFlagsmithagainst: LaunchDarklyGrowthBook, Statsigagainst: LaunchDarklyagainst: Amplitude, Datadog Synthetics, Harness, LaunchDarkly, New Relic Feature Analysis, OpenFeature, Split, Statsig, Unleash
Two alternatives
ConfigCat, UnleashTwo alternatives
Flagsmith, UnleashThree alternatives
Flagsmith, GrowthBook, PostHog Feature FlagsThree alternatives
PostHog Feature Flags, Statsig, UnleashTwo alternatives
PostHog Feature Flags, UnleashKimi K2ConfigCat, PostHog Feature Flagsagainst: GrowthBook, Kameleoon, LaunchDarkly, SplitFlagsmithChangedagainst: UnleashPostHog Feature Flagsagainst: LaunchDarkly, OptimizelyFlagsmithagainst: Flipt, GO Feature Flag, Statsig, UnleashConfigCatagainst: Harness FME, LaunchDarkly, Optimizely
Two alternatives
Featureflip, FlagsmithOne alternative
GrowthBookFive alternatives
ConfigCat, Flagsmith, GrowthBook, Statsig, UnleashTwo alternatives
GrowthBook, PostHog Feature FlagsThree alternatives
Flagsmith, PostHog Feature Flags, StatsigGLM 4.7 FlashXConfigCatConfigCat, FlagsmithChangedStatsigagainst: LaunchDarklyFeatureflipagainst: LaunchDarklyno first choiceagainst: DevCycle, Harness, LaunchDarkly, Split, Statsig, Unleash
Four alternatives
Flagsmith, GrowthBook, PostHog Feature Flags, StatsigTwo alternatives
PostHog Feature Flags, StatsigFour alternatives
ConfigCat, Flagsmith, GrowthBook, PostHog Feature FlagsFour alternatives
Flagsmith, GO Feature Flag, PostHog Feature Flags, UnleashMiniMax M2.5ConfigCatConfigCatHeldConfigCatagainst: LaunchDarklyConfigCatno first choiceagainst: LaunchDarkly, Optimizely
Three alternatives
PostHog Feature Flags, Statsig, UnleashThree alternatives
Flagsmith, GrowthBook, UnleashFour alternatives
Flagsmith, PostHog Feature Flags, Statsig, UnleashThree alternatives
Flagsmith, Statsig, UnleashGPT-6 LunaStatsigPostHog Feature FlagsChangedConfigCatagainst: Flagsmith, LaunchDarklyPostHog Feature Flagsno first choiceagainst: Flagsmith, LaunchDarkly, Optimizely Feature Experimentation, Unleash
Two alternatives
Flagsmith, PostHog Feature FlagsOne alternative
FlagsmithFour alternatives
GrowthBook, PostHog Feature Flags, Statsig, UnleashThree alternatives
GrowthBook, Statsig, Unleash Open SourceThree alternatives
GrowthBook, LaunchDarkly, PostHog Feature FlagsMuse Glimmer 30BConfigCatConfigCat, FlagsmithChangedFlagsmith, GrowthBookagainst: LaunchDarklyConfigCat, Flagsmithagainst: LaunchDarkly Developer tierno first choiceagainst: Harness FME, LaunchDarkly, Optimizely Feature Experimentation, Split, Statsig
Five alternatives
Flagsmith, LaunchDarkly, PostHog Feature Flags, Statsig, UnleashOne alternative
DevCycleFour alternatives
ConfigCat, PostHog Feature Flags, Statsig, UnleashThree alternatives
GrowthBook, PostHog Feature Flags, UnleashBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:42 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:06 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:58 | yes | 9 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 18:21 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:15 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:21 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:30 | yes | 17 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:44 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:53 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:42 | yes | 19 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:50 | yes | 25 | 150 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:31 | yes | 15 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:48 | yes | 3 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:50 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:40 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:51 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:55 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 19:40 | yes | 10 | 2 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:36 | yes | 5 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:27 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:30 | yes | 17 | 41 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:17 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:23 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:58 | yes | 15 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:47 | yes | 10 | 34 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:47 | yes | 10 | 52 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:53 | yes | 2 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:25 | yes | 13 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:00 | yes | 19 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:17 | yes | 6 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:52 | no | 0 | 13 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:17 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:27 | yes | 5 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:46 | yes | 24 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:38 | yes | 23 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:23 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:49 | yes | 10 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:44 | yes | 9 | 47 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:08 | yes | 24 | 63 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:57 | yes | 10 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:04 | yes | 7 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:35 | yes | 14 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:46 | yes | 19 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:15 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:49 | yes | 13 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:37 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:35 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:55 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:10 | yes | 25 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:54 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:21 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:31 | yes | 13 | 54 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:28 | yes | 15 | 32 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:30 | yes | 10 | 36 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:47 | yes | 4 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:29 | yes | 14 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:16 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:48 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:11 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:25 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:52 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:32 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:56 | yes | 18 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:40 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:32 | yes | 10 | 43 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:26 | yes | 15 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:21 | no | 0 | 21 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:50 | no | 0 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:46 | yes | 5 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:25 | no | 0 | 7 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:32 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:27 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:37 | yes | 17 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:11 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:41 | yes | 15 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:26 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:37 | yes | 24 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:59 | yes | 7 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:18 | yes | 5 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:59 | yes | 24 | 56 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:49 | yes | 25 | 66 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:10 | yes | 25 | 49 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:15 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:41 | yes | 23 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
PostHog read as PostHog Feature Flags
PostHog (feature flags) read as PostHog Feature Flags
Unresolved, counted raw
Flagify
Lauchantly
LaunchDarkly Developer tier
New Relic Feature Analysis
Optimizely Feature Experiment
Optimizely Web Experimentation
Vercel Edge Config
Discontinued, still offered
No shut-down product was recommended here.