Feature flags
Asked as “feature flag platform”, and as “feature management tool”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
24%
Contested · Flagsmith 22%
24LaunchDarkly22Flagsmith16ConfigCat39others
24% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: LaunchDarkly (24%) replaces Flagsmith (25% then, 22% now), 2 points clear, inside the 11-point floor.LaunchDarkly leads at 24%, replacing Flagsmith, which led at 25% and stands at 22% now: 2 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
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.Standing →Mid-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.This pageEnterpriseLaunchDarkly56%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.Standing →Mid-marketLaunchDarkly24%Contested↗new leaderNew leader since October 2026: LaunchDarkly (24%) replaces Flagsmith (25% then, 22% now), 2 points clear, inside the 11-point floor.This pageEnterpriseLaunchDarkly56%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01LaunchDarkly24%39%69criticized challenger▲+5Since October 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise.19% → 24%
LaunchDarkly24%39%69criticized challenger▲+5Since October 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise.19% → 24%02
Flagsmith22%6%63accepted challenger▼−3Since October 2026: 25% → 22%, −3 points. Inside the 11-point floor: within noise.25% → 22%
Flagsmith22%6%63accepted challenger▼−3Since October 2026: 25% → 22%, −3 points. Inside the 11-point floor: within noise.25% → 22%03ConfigCat16%3%39accepted challenger=heldSince October 2026: 16% → 16%, ±0 points. Inside the 11-point floor: within noise.16% → 16%
ConfigCat16%3%39accepted challenger=heldSince October 2026: 16% → 16%, ±0 points. Inside the 11-point floor: within noise.16% → 16%04
GrowthBook14%4%47accepted challenger▲+5Since October 2026: 9% → 14%, +5 points. Inside the 11-point floor: within noise.9% → 14%
GrowthBook14%4%47accepted challenger▲+5Since October 2026: 9% → 14%, +5 points. Inside the 11-point floor: within noise.9% → 14%05
Unleash8%6%66accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%
Unleash8%6%66accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%06
Statsig8%7%46accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%
Statsig8%7%46accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%07
PostHog Feature Flags4%3%35accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
PostHog Feature Flags4%3%35accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%08
Split2%23%26accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Split2%23%26accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%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.
For buyers
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% negative40%
Key
01LaunchDarkly24%
LaunchDarkly24%02Flagsmith22%
Flagsmith22%03ConfigCat16%
ConfigCat16%04GrowthBook14%
GrowthBook14%05Unleash8%
Unleash8%06Statsig8%
Statsig8%07PostHog Feature Flags4%
PostHog Feature Flags4%08Split2%
Split2%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, 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.
LaunchDarkly39%
27 of 69 labels negative · 13 of 14 models · 2 hard negative
“Avoid paid-heavy tools like LaunchDarkly, Split.io, or DevCycle” Grok 4.20, budget prompt
Split23%
6 of 26 labels negative · 5 of 14 models · 1 hard negative
“Avoid paid-heavy tools like LaunchDarkly, Split.io, or DevCycle” Grok 4.20, budget prompt
Flagsmith6%
4 of 63 labels negative · 4 of 14 models
“Flagsmith, for example, documents API-request limits on managed infrastructure and different pricing tiers” GPT-5.4 mini, negative prompt
DevCycle33%
3 of 9 labels negative · 3 of 14 models · 1 hard negative
“Avoid paid-heavy tools like LaunchDarkly, Split.io, or DevCycle” Grok 4.20, budget 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
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. 826 links across 174 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 · Flagsmith44 answers · 68 citations · 14 models
vendor site · GrowthBook37 answers · 70 citations · 12 models
vendor site · Statsig24 answers · 46 citations · 9 models
24 answers · 43 citations · 11 models
vendor site · PostHog24 answers · 37 citations · 11 models
vendor site · GitHub22 answers · 29 citations · 10 models
vendor site · LaunchDarkly19 answers · 31 citations · 9 models
vendor site · Convert18 answers · 18 citations · 7 models
vendor site · Harness17 answers · 21 citations · 11 models
vendor site · ConfigCat16 answers · 30 citations · 8 models
13 answers · 13 citations · 7 models
vendor site · G212 answers · 16 citations · 7 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.
21 answers · 11 models
18 answers · 7 models
14 answers · 9 models
12 answers · 7 models
10 answers · 7 models
10 answers · 8 models
10 answers · 8 models
9 answers · 5 models
9 answers · 6 models
9 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 |
|---|---|---|---|---|---|---|---|---|
| LaunchDarkly launchdarkly.com | 24% | 179 | 14,800 | 410 | 40,192 | $66 | 21 | 1 |
| Flagsmith flagsmith.com | 22% | 157 | 880 | 5 | 2,618 | 3 | 3 | |
| ConfigCat configcat.com | 16% | 127 | 590 | 3 | 4,127 | 2 | 6 | |
| GrowthBook growthbook.io | 14% | 120 | 2,900 | 14 | 26,646 | 26 | 1 | |
| Unleash getunleash.io Unleash 8%, Unleash Open Source 0% | 8% | 171 | 22,200 | 13,441 | 8,250 | 5 | 4 | |
| Statsig statsig.com | 8% | 120 | 12,100 | 182 | 353,837 | $176 | 6 | |
| PostHog Feature Flags posthog.com | 4% | 100 | 320 | 6 | 25,936 | 120 | ||
| Reflag reflag.com | 4% | 8 | 140 | 0 | 193 | 0 | ||
| Split split.io | 2% | 62 | 246,000 | 342,492 | 1,066 | |||
| Harness harness.io Harness FME 0%, Harness 0% | 0% | 83 | 60,500 | 55,100 | 86,302 company | 6 |
Google's top ten for the three searches hold 15 sites; 6 of them are among the sites the models cited here (configcat.com, flagsmith.com, getunleash.io, growthbook.io, launchdarkly.com, news.ycombinator.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 4.5Flagsmithagainst: LaunchDarklyReflagChangedagainst: LaunchDarklyLaunchDarklyFlagsmith, Unleashagainst: LaunchDarkly Communityno first choicenothing named
Two alternatives
Reflag, StatsigTwo alternatives
Savio, UnleashTwo alternatives
ConfigCat, StatsigGPT-5.4 miniLaunchDarklyFlagsmithChangedLaunchDarklyConfigCatno first choiceagainst: Flagsmith, LaunchDarkly
Three alternatives
Flagsmith, GrowthBook, UnleashThree alternatives
Harness, LaunchDarkly, SplitEight alternatives
ConfigCat, Flagsmith, GrowthBook, Harness FME, Optimizely, PostHog Feature Flags, Statsig, UnleashTwo alternatives
Flagsmith, LaunchDarklyGemini 3.5 FlashStatsigagainst: LaunchDarklyLaunchDarkly, StatsigChangedLaunchDarklyConfigCat, PostHog Feature Flagsagainst: LaunchDarklyno first choiceagainst: AWS AppConfig, Azure App Configuration, Firebase Remote Config, Google Secret Manager, LaunchDarkly, Optimizely
Four alternatives
Flagsmith, PostHog Feature Flags, Schematic, UnleashThree alternatives
Flagsmith, PostHog Feature Flags, UnleashSeven alternatives
ConfigCat, DevCycle, Flagsmith, GrowthBook, Harness FME, PostHog Feature Flags, UnleashFour alternatives
Flipt, GrowthBook, Statsig, UnleashPerplexity SonarLaunchDarklyLaunchDarklyHeldLaunchDarklyagainst: DevCycleGrowthBookagainst: LaunchDarklyno first choiceagainst: ConfigCat, Flagsmith, LaunchDarkly
Five alternatives
ConfigCat, GrowthBook, Harness FME, Statsig, UnleashFive alternatives
GrowthBook, PostHog Feature Flags, Reflag, Statsig, UnleashEight alternatives
ConfigCat, Flagsmith, GrowthBook, Harness FME, PostHog Feature Flags, Split, Statsig, UnleashThree alternatives
ConfigCat, Flagsmith, UnleashGrok 4.20LaunchDarklyLaunchDarklyHeldFlagsmith, LaunchDarkly, UnleashFlagsmithagainst: DevCycle, LaunchDarkly, Splitno first choiceagainst: Flagsmith, Harness Feature Flags, LaunchDarkly, PostHog Feature Flags, Split, Statsig
Five alternatives
Flagsmith, GrowthBook, Harness FME, Statsig, UnleashFour alternatives
ConfigCat, PostHog Feature Flags, Statsig, UnleashFive alternatives
ConfigCat, GrowthBook, Harness Feature Flags, Split, StatsigFour alternatives
GO Feature Flag, GrowthBook, Statsig, UnleashMistral SmallFlagsmith, Unleashagainst: LaunchDarklyno first choiceChangedLaunchDarklyFlagsmithno first choiceagainst: Cloudflare Flagship, Unleash
Two alternatives
ConfigCat, SplitSeven alternatives
ConfigCat, Flagsmith, GrowthBook, Harness FME, PostHog Feature Flags, Statsig, UnleashFour alternatives
GO Feature Flag, PostHog Feature Flags, Unleash, flagdDeepSeek V4 FlashGrowthBookLaunchDarklyChangedLaunchDarklyConfigCatno first choiceagainst: Amplitude, LaunchDarkly, Optimizelyagainst: DevCycle, Flagsmith, GrowthBook, Kameleoon, LaunchDarkly, Split
Three alternatives
Flagsmith, LaunchDarkly, UnleashThree alternatives
ConfigCat, Flagsmith, StatsigSeven alternatives
ConfigCat, Flagsmith, GrowthBook, Harness, PostHog Feature Flags, Statsig, UnleashThree alternatives
Flagsmith, GrowthBook, UnleashLlama 4 Maverickno first choiceFlagsmithChangedno first choiceLaunchDarklyno first choicenothing named
Three alternatives
ConfigCat, Flagsmith, UnleashQwen 3.7 FlashConfigCat, GrowthBookagainst: LaunchDarklyFlagsmith, UnleashChangedagainst: LaunchDarklyLaunchDarklyPostHog Feature Flagsno first choiceagainst: Unleashagainst: LaunchDarkly, Split, Statsig, Unleash
Two alternatives
Flagsmith, UnleashOne alternative
DevCycleFive alternatives
Flagsmith, GrowthBook, PostHog Feature Flags, Statsig, UnleashThree alternatives
Flagsmith, GrowthBook, StatsigKimi K2Flagsmith, Statsigagainst: LaunchDarklyGrowthBookChangedLaunchDarklyGrowthBookno first choiceagainst: LaunchDarkly
One alternative
GrowthBookTwo alternatives
LaunchDarkly, UnleashSeven alternatives
ConfigCat, Flagsmith, GrowthBook, PostHog Feature Flags, Split, Statsig, UnleashFour alternatives
ConfigCat, Flagsmith, Statsig, UnleashGLM 4.7 FlashXFlagsmith, GrowthBookagainst: LaunchDarklyLaunchDarklyChangedLaunchDarklyConfigCatagainst: LaunchDarklyno first choiceagainst: Homegrown Toggle Systems, LaunchDarkly, Split
Two alternatives
Split, UnleashOne alternative
StatsigSix alternatives
ConfigCat, Flagsmith, GrowthBook, PostHog Feature Flags, Statsig, UnleashThree alternatives
PostHog Feature Flags, Statsig, UnleashFive alternatives
Flagsmith, GrowthBook, LaunchDarkly, PostHog Feature Flags, UnleashMiniMax M2.5Flagsmith, LaunchDarklyConfigCatChangedagainst: LaunchDarklyLaunchDarklyConfigCatagainst: LaunchDarklyLaunchDarkly, Splitagainst: LaunchDarkly
Three alternatives
GrowthBook, Split, UnleashThree alternatives
Flagsmith, GrowthBook, UnleashFive alternatives
ConfigCat, Flagsmith, PostHog Feature Flags, Statsig, UnleashTwo alternatives
Flagsmith, GrowthBookFive alternatives
Flagsmith, GrowthBook, Optimizely, Statsig, UnleashGPT-6 LunaStatsigUnleashChangedno first choiceGrowthBookno first choiceagainst: Flagsmith Cloud, GrowthBook, LaunchDarkly, Statsig, Unleash
Two alternatives
Flagsmith, LaunchDarklyTwo alternatives
LaunchDarkly, StatsigEight alternatives
ConfigCat, Flagsmith, GrowthBook, Harness FME, LaunchDarkly, PostHog Feature Flags, Statsig, UnleashTwo alternatives
PostHog Feature Flags, Unleash Open SourceTwo alternatives
Statsig, UnleashMuse Glimmer 30BReflagagainst: LaunchDarklyLaunchDarklyChangedno first choiceConfigCatno first choiceagainst: LaunchDarkly, Split
Three alternatives
Flagsmith, Statsig, WorkOS Feature FlagsThree alternatives
ConfigCat, Flagsmith, ReflagSix alternatives
Flagsmith, GrowthBook, LaunchDarkly, PostHog Feature Flags, Statsig, UnleashFour alternatives
Flagsmith, GrowthBook, Statsig, UnleashSix alternatives
Flagsmith, GrowthBook, LaunchDarkly, PostHog Feature Flags, Split, 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 18:24 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:45 | yes | 3 | 4 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 12:20 | yes | 12 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:58 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:48 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:45 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:15 | yes | 21 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:52 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:08 | yes | 5 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:50 | yes | 19 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:25 | yes | 15 | 34 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:29 | yes | 5 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:41 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:50 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:41 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:26 | yes | 3 | 4 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 19:03 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:03 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:50 | yes | 5 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:35 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:25 | yes | 18 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:00 | yes | 8 | 5 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:10 | yes | 5 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:05 | yes | 15 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:42 | yes | 19 | 54 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:00 | yes | 13 | 47 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:18 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:37 | yes | 15 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:40 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:02 | yes | 3 | 10 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 10:05 | yes | 11 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:21 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:52 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:36 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:55 | yes | 25 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:05 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:47 | yes | 5 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:32 | yes | 20 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:49 | yes | 14 | 81 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:20 | yes | 20 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:42 | yes | 8 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:30 | yes | 15 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:43 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:02 | yes | 3 | 4 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 16:48 | yes | 12 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:49 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:31 | yes | 5 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:54 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:38 | yes | 24 | 38 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:19 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:18 | yes | 10 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:50 | yes | 10 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:33 | yes | 24 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:20 | yes | 9 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:22 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:28 | yes | 15 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:42 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:52 | no | 0 | 8 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 09:11 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:55 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:39 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:53 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:56 | yes | 20 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:35 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:23 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:51 | yes | 15 | 49 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:35 | yes | 15 | 41 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:45 | no | 0 | 44 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:06 | yes | 5 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:54 | yes | 12 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:41 | no | 0 | 4 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:31 | yes | 5 | 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 15:17 | yes | 9 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:38 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:45 | yes | 20 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:40 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:57 | yes | 25 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:51 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:21 | yes | 20 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:29 | yes | 25 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:48 | yes | 25 | 22 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:02 | yes | 15 | 38 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:36 | yes | 4 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:31 | yes | 25 | 30 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
CloudBees read as CloudBees Feature Management
PostHog read as PostHog Feature Flags
Unresolved, counted raw
Amplitude Experiment
Azure App Configuration
Flagsmith Cloud
Homegrown Toggle Systems
LaunchDarkly Community
Optimizely Rollouts
ProdCamp
ProductBridge
Savio
Unleash Cloud
Discontinued, still offered
No shut-down product was recommended here.