Feature flags
Asked as “feature flag platform”, and as “feature management tool”, on behalf of a mid-market B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · LaunchDarkly 19%
25Flagsmith19LaunchDarkly16ConfigCat40others
25% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Flagsmith (27%) replaces LaunchDarkly (30% then, 18% now), 8 points clear, inside the 11-point floor.Flagsmith leads at 27%, replacing LaunchDarkly, which led at 30% and stands at 18% now: 8 points clear, inside the floor, so the swap reads as unsettled.
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
Flagsmith32%Contested↗new leaderNew leader since September 2026: Flagsmith (36%) replaces ConfigCat (43% then, 30% now), 6 points clear, inside the 11-point floor.Standing →Mid-marketFlagsmith25%Contested↗new leaderNew leader since September 2026: Flagsmith (27%) replaces LaunchDarkly (30% then, 18% now), 8 points clear, inside the 11-point floor.This pageEnterprise
LaunchDarkly63%Consensus▲+3Since September 2026: 59% → 62%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Flagsmith32%Contested↗new leaderNew leader since September 2026: Flagsmith (36%) replaces ConfigCat (43% then, 30% now), 6 points clear, inside the 11-point floor.Standing →Mid-marketFlagsmith25%Contested↗new leaderNew leader since September 2026: Flagsmith (27%) replaces LaunchDarkly (30% then, 18% now), 8 points clear, inside the 11-point floor.This pageEnterpriseLaunchDarkly63%Consensus▲+3Since September 2026: 59% → 62%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Flagsmith25%5%57accepted challenger▲+10Since September 2026: 17% → 27%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 27%
Flagsmith25%5%57accepted challenger▲+10Since September 2026: 17% → 27%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 27%02LaunchDarkly19%38%64criticized challenger▼−11Since September 2026: 30% → 18%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.30% → 18%
LaunchDarkly19%38%64criticized challenger▼−11Since September 2026: 30% → 18%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.30% → 18%03
ConfigCat16%8%39accepted challenger▼−1Since September 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 16%
ConfigCat16%8%39accepted challenger▼−1Since September 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 16%04
Unleash11%10%52accepted challenger▼−3Since September 2026: 13% → 10%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 10%
Unleash11%10%52accepted challenger▼−3Since September 2026: 13% → 10%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 10%05
Statsig11%9%47accepted challenger▲+4Since September 2026: 9% → 12%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 12%
Statsig11%9%47accepted challenger▲+4Since September 2026: 9% → 12%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 12%06
GrowthBook9%0%43accepted challenger▲+2Since September 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 8%
GrowthBook9%0%43accepted challenger▲+2Since September 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 8%07
PostHog Feature Flags5%7%27accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 4%
PostHog Feature Flags5%7%27accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 4%Show the one product at 0%, ordered by negative rate
08
Split0%18%22accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Split0%18%22accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-one head-to-head pages: the top seven products, each against each
Flagsmith vs StatsigFlagsmith vs GrowthBookFlagsmith vs PostHog Feature FlagsLaunchDarkly vs ConfigCatLaunchDarkly vs UnleashLaunchDarkly vs StatsigLaunchDarkly vs GrowthBookLaunchDarkly vs PostHog Feature FlagsConfigCat vs UnleashConfigCat vs StatsigConfigCat vs GrowthBookConfigCat vs PostHog Feature FlagsUnleash vs StatsigUnleash vs GrowthBookUnleash vs PostHog Feature FlagsStatsig vs GrowthBookStatsig vs PostHog Feature FlagsGrowthBook vs PostHog Feature Flags
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% negative40%
Key
01Flagsmith25%
Flagsmith25%02LaunchDarkly19%
LaunchDarkly19%03ConfigCat16%
ConfigCat16%04Unleash11%
Unleash11%05Statsig11%
Statsig11%06GrowthBook9%
GrowthBook9%07PostHog Feature Flags5%
PostHog Feature Flags5%08Split0%
Split0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
LaunchDarkly38%
24 of 64 labels negative · 11 of 14 models · 4 hard negative
“**LaunchDarkly** — Proceed with Eyes Wide Open ... Powerful but expensive and complex.” Kimi K2, negative prompt
Split18%
4 of 22 labels negative · 4 of 14 models
“during migration periods, users frequently report UI friction, changes to user roles/permissions, and uncertainty regarding the long-term support of standalone features” Gemini 3.5 Flash, negative prompt
Statsig9%
4 of 47 labels negative · 4 of 14 models
“if you want a pure-play infrastructure flag tool, look elsewhere, as Statsig has pivoted heavily into Amplitude's analytics-first roadmap” Gemini 3.5 Flash, direct prompt
Unleash10%
5 of 52 labels negative · 4 of 14 models
“Unleash and Flagsmith handle flag management well but don't extend as far into experimentation or release intelligence” Claude Haiku 4.5, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
74 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. 1069 links across 167 sites, every framing counted. Ranked by the number of answers carrying the site or page. 11 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 · GrowthBook51 answers · 135 citations · 13 models
vendor site · Flagsmith47 answers · 74 citations · 14 models
vendor site · Guideflow30 answers · 36 citations · 10 models
vendor site · Statsig29 answers · 62 citations · 11 models
27 answers · 32 citations · 12 models
vendor site · PostHog26 answers · 40 citations · 12 models
vendor site · Harness26 answers · 30 citations · 11 models
vendor site · Amplitude25 answers · 33 citations · 11 models
vendor site · LaunchDarkly23 answers · 34 citations · 8 models
23 answers · 23 citations · 10 models
vendor site · ConfigCat19 answers · 33 citations · 9 models
vendor site · G216 answers · 27 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.
32 answers · 10 models
24 answers · 10 models
23 answers · 9 models
23 answers · 10 models
22 answers · 11 models
17 answers · 11 models
15 answers · 7 models
15 answers · 7 models
14 answers · 7 models
14 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| Flagsmith flagsmith.com | 25% | 165 | 880 | 5 | 2,618 | 3 | 3 | |
| LaunchDarkly launchdarkly.com | 19% | 187 | 14,800 | 410 | 40,192 | $66 | 21 | 1 |
| ConfigCat configcat.com | 16% | 107 | 590 | 3 | 4,127 | 2 | 6 | |
| Unleash getunleash.io | 11% | 140 | 22,200 | 13,441 | 8,250 | 5 | 4 | |
| Statsig statsig.com | 11% | 125 | 12,100 | 182 | 353,837 | $176 | 6 | |
| GrowthBook growthbook.io | 9% | 115 | 2,900 | 14 | 26,646 | 26 | 1 | |
| PostHog Feature Flags posthog.com | 5% | 77 | 320 | 6 | 25,936 | 120 | ||
| Reflag reflag.com | 5% | 13 | 140 | 0 | 193 | 0 | ||
| Split split.io | 0% | 63 | 246,000 | 342,492 | 1,066 | |||
| Harness harness.io Harness FME 0%, Harness 0%, Harness Feature Flags 0% | 0% | 75 | 60,500 | 55,100 | 86,302 company | 6 |
Google's top ten for the three searches hold 15 sites; 5 of them are among the sites the models cited here (configcat.com, flagsmith.com, getunleash.io, growthbook.io, launchdarkly.com). 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 mid-market B2B company?”Paraphrase“Which feature management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top feature flag platforms and how do they differ?”Budget-constrained“What is the best feature flag platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a feature flag platform. What should we look at?”Negative“Which feature flag platforms should I avoid or be cautious about?”
Claude Haiku 4.5FlagsmithFlagsmith, LaunchDarklyChangedLaunchDarklyFlagsmith, Unleashno first choiceagainst: ConfigCat, Featurevisor, Flagsmith, LaunchDarkly, Statsig, Unleash
Three alternatives
ConfigCat, LaunchDarkly, StatsigTwo alternatives
Reflag, UnleashFour alternatives
ConfigCat, Flagsmith, GrowthBook, UnleashTwo alternatives
DevCycle, StatsigGPT-5.4 miniLaunchDarkly, StatsigConfigCatChangedLaunchDarklyConfigCatno first choiceagainst: ConfigCat
One alternative
UnleashTwo alternatives
LaunchDarkly, StatsigFive alternatives
CloudBees Feature Management, Flagsmith, Harness Feature Flags, Split, UnleashOne alternative
FlagsmithGemini 3.5 FlashFlagsmithagainst: LaunchDarkly, Statsig, UnleashFlagsmithHeldagainst: LaunchDarklyno first choiceagainst: LaunchDarklyPostHog Feature FlagsLaunchDarklyagainst: Amplitude, Harness, LaunchDarkly, PostHog Feature Flags, Split, Unleash
Three alternatives
ConfigCat, GrowthBook, PostHog Feature FlagsFour alternatives
GrowthBook, PostHog Feature Flags, Statsig, WorkOS Feature FlagsFour alternatives
ConfigCat, Flagsmith, GrowthBook, UnleashSeven alternatives
ConfigCat, DevCycle, Flagsmith, GrowthBook, Harness FME, Statsig, UnleashPerplexity SonarLaunchDarklyLaunchDarklyHeldLaunchDarklyGrowthBook, Statsigno first choicenothing named
Four alternatives
ConfigCat, Flagsmith, GrowthBook, PostHog Feature FlagsOne alternative
GrowthBookSix alternatives
Flagsmith, GrowthBook, PostHog Feature Flags, Split, Statsig, UnleashOne alternative
ConfigCatGrok 4.1 FastStatsigagainst: LaunchDarklyFlagsmith, UnleashChangedagainst: OptimizelyLaunchDarkly, StatsigConfigCat, Statsigno first choiceagainst: LaunchDarkly, Split
Two alternatives
Flagsmith, GrowthBookThree alternatives
GrowthBook, LaunchDarkly, StatsigSix alternatives
ConfigCat, Flagsmith, GrowthBook, PostHog Feature Flags, Split, UnleashThree alternatives
Flagsmith, PostHog Feature Flags, UnleashFour alternatives
Flagsmith, Split, Statsig, UnleashMistral SmallFlagsmithno first choiceChangedLaunchDarklyGrowthBookno first choiceagainst: LaunchDarkly
Two alternatives
Flagship.io, GrowthBookFive alternatives
Flagsmith, GrowthBook, PostHog Feature Flags, Statsig, UnleashTwo alternatives
Flagsmith, StatsigDeepSeek V4 FlashConfigCatagainst: SplitGrowthBookChangedagainst: LaunchDarklyLaunchDarkly, Statsigagainst: DevCycleConfigCatagainst: Flagsmith, Unleashno first choiceagainst: LaunchDarkly, Statsigagainst: LaunchDarkly, Optimizely
Two alternatives
Flagsmith, LaunchDarklyThree alternatives
Flagsmith, PostHog Feature Flags, StatsigSix alternatives
ConfigCat, Flagsmith, GrowthBook, PostHog Feature Flags, Split, UnleashTwo alternatives
GrowthBook, PostHog Feature FlagsLlama 4 MaverickFlagsmithReflagChangedno first choiceFlagsmith, GrowthBookno first choicenothing named
Three alternatives
Guideflow, LaunchDarkly, UnleashTwo alternatives
LaunchDarkly, SplitTwo alternatives
Harness FME, KameleoonQwen 3.7 FlashFlagsmith, UnleashFlagsmithChangedLaunchDarklyFlagsmithagainst: LaunchDarklyno first choiceagainst: LaunchDarkly, Optimizely
Two alternatives
GrowthBook, LaunchDarklyThree alternatives
LaunchDarkly, Statsig, UnleashSix alternatives
ConfigCat, Flagsmith, GrowthBook, Harness, PostHog Feature Flags, UnleashThree alternatives
ConfigCat, PostHog Feature Flags, UnleashKimi K2ConfigCatagainst: LaunchDarklyFlagsmith, UnleashChangedagainst: LaunchDarklyLaunchDarklyStatsig, Unleashagainst: LaunchDarklyLaunchDarklyagainst: LaunchDarkly, PostHog Feature Flags
Two alternatives
Flagsmith, SplitOne alternative
GrowthBookFive alternatives
Flagsmith, GrowthBook, PostHog Feature Flags, Statsig, UnleashTwo alternatives
Flipt, GrowthBookThree alternatives
Flagsmith, GrowthBook, UnleashGLM 4.7 FlashXConfigCatagainst: LaunchDarklyLaunchDarklyChangedLaunchDarklyLaunchDarkly, PostHog Feature Flagsno first choiceagainst: LaunchDarkly
Two alternatives
Flagsmith, StatsigTwo alternatives
ConfigCat, StatsigSeven alternatives
ConfigCat, DevCycle, Flagsmith, GrowthBook, PostHog Feature Flags, Statsig, UnleashTwo alternatives
ConfigCat, FlagsmithMiniMax M2.5LaunchDarkly, StatsigReflagChangedagainst: LaunchDarklyLaunchDarklyConfigCatagainst: LaunchDarklyno first choicenothing named
Three alternatives
ConfigCat, GrowthBook, UnleashTwo alternatives
DevCycle, StatsigFour alternatives
Optimizely, Split, Statsig, UnleashThree alternatives
Flagsmith, GrowthBook, StatsigGPT-6 LunaLaunchDarklyLaunchDarklyHeldno first choicePostHog Feature Flagsno first choiceagainst: LaunchDarkly, Statsig
Two alternatives
Statsig, UnleashTwo alternatives
Statsig, UnleashTwo alternatives
Flagsmith, GrowthBookMuse Glimmer 30BConfigCat, Unleashagainst: LaunchDarklyReflagChangedLaunchDarklyFlagsmith, GrowthBookno first choiceagainst: ConfigCat, Flagsmith, LaunchDarkly, Split, Unleash, Vercel Flags SDK / flags npm package
Two alternatives
Split, StatsigThree alternatives
Flagsmith, Kameleoon, LaunchDarklySeven alternatives
ConfigCat, Flagsmith, GrowthBook, PostHog Feature Flags, Split, now Split by Harness, Statsig, UnleashFour alternatives
ConfigCat, PostHog Feature Flags, Statsig, 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 09:04 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:21 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:55 | yes | 21 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:47 | yes | 19 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:38 | yes | 24 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:45 | yes | 20 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:44 | yes | 24 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:43 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:35 | no | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:22 | yes | 14 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:21 | yes | 18 | 19 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:04 | yes | 12 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:10 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:11 | yes | 13 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:04 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:00 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:18 | yes | 19 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:46 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:10 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:01 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:07 | yes | 24 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:41 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:55 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:40 | yes | 20 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:08 | yes | 20 | 77 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:37 | yes | 13 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:59 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:21 | yes | 15 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:37 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:49 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:27 | yes | 32 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:42 | yes | 19 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:37 | yes | 23 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:38 | yes | 13 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:25 | yes | 20 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:20 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:00 | yes | 5 | 21 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:06 | yes | 15 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:27 | yes | 23 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:52 | no | 0 | 13 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:36 | yes | 8 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:13 | yes | 12 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:44 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:58 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:14 | yes | 12 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:50 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:09 | yes | 23 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:18 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:11 | yes | 24 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:09 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:50 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:12 | yes | 10 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:12 | yes | 23 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:39 | yes | 14 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:43 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:46 | yes | 15 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:21 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:17 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:40 | yes | 10 | 36 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:55 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:41 | yes | 16 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:36 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:42 | yes | 22 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:17 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:53 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:49 | yes | 14 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:22 | yes | 15 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:29 | yes | 5 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:17 | yes | 5 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:23 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:07 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:54 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:42 | yes | 20 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:22 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:59 | yes | 25 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:18 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:02 | yes | 25 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:12 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:13 | yes | 23 | 62 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:36 | yes | 25 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:13 | yes | 25 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:27 | yes | 25 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:10 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:18 | yes | 24 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
PostHog read as PostHog Feature Flags
Unresolved, counted raw
Amplitude's Experiment
Configu
Featurevisor
Flagr
LaunchDarkly's free tier
Split, now Split by Harness
Splitio
Vercel Flags SDK / flags npm package
Discontinued, still offered
No shut-down product was recommended here.