Feature flags for enterprise buyers
Asked as “feature flag platform”, and as “feature management tool”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
63%
Consensus
63LaunchDarkly12ConfigCat12Unleash12others
63% of first choices, consensus.
Since September 2026▲+3Since September 2026: 59% → 62%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.LaunchDarkly held the lead, +3 points on 59%, inside the 11-point floor.
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.Standing →Enterprise
LaunchDarkly63%Consensus▲+3Since September 2026: 59% → 62%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
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.Standing →EnterpriseLaunchDarkly63%Consensus▲+3Since September 2026: 59% → 62%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01LaunchDarkly63%29%78criticized default▲+3Since September 2026: 59% → 62%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.59% → 62%
LaunchDarkly63%29%78criticized default▲+3Since September 2026: 59% → 62%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.59% → 62%02
Unleash12%11%61accepted challenger▲+6Since September 2026: 9% → 14%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 14%
Unleash12%11%61accepted challenger▲+6Since September 2026: 9% → 14%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 14%03
ConfigCat12%22%23accepted challenger▲+1Since September 2026: 13% → 14%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 14%
ConfigCat12%22%23accepted challenger▲+1Since September 2026: 13% → 14%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 14%04
Statsig4%24%42accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
Statsig4%24%42accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%Show the five products at 0%, ordered by negative rate
07
Split0%25%36criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Split0%25%36criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%06
GrowthBook0%19%32accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
GrowthBook0%19%32accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%09
Harness0%10%10accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Harness0%10%10accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%05Flagsmith0%9%56accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Flagsmith0%9%56accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%08
Harness FME0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Harness FME0%8%12accepted 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
One product takes 63% of first choices here, so the chart would put eight markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Two products carry a negative rate above 25% in this category.
What they warned about
Eleven of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Mistral Small and Llama 4 Maverick 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.
LaunchDarkly29%
23 of 78 labels negative · 12 of 14 models · 6 hard negative
“LaunchDarkly is the canonical example cited in the current literature for that profile, and it is the platform most often flagged for caution in regulated large enterprises” Muse Glimmer 30B, negative prompt
Statsig24%
10 of 42 labels negative · 8 of 14 models · 1 hard negative
“enterprises should avoid or be cautious about Statsig and LaunchDarkly unless they can accept the associated risks” Mistral Small, negative prompt
Split25%
9 of 36 labels negative · 6 of 14 models · 3 hard negative
“Platforms to Avoid... Custom enterprise pricing; experimentation-focused with complex pricing; not transparent” Kimi K2, budget prompt
Unleash11%
7 of 61 labels negative · 6 of 14 models · 2 hard negative
“Unleash (especially self-hosted OSS versions) - Key Concerns: Scalability hurdles at enterprise scale... When to Avoid: If you need out-of-box global compliance (e.g., FedRAMP)” Grok 4.1 Fast, 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
79 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. 1126 links across 168 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 · Flagsmith57 answers · 107 citations · 14 models
vendor site · GrowthBook52 answers · 96 citations · 13 models
vendor site · Statsig39 answers · 90 citations · 13 models
36 answers · 76 citations · 13 models
vendor site · LaunchDarkly31 answers · 57 citations · 11 models
vendor site · Harness29 answers · 35 citations · 11 models
25 answers · 25 citations · 10 models
23 answers · 25 citations · 8 models
vendor site · Guideflow21 answers · 25 citations · 9 models
vendor site · ConfigCat18 answers · 32 citations · 9 models
16 answers · 16 citations · 9 models
vendor site · Amplitude14 answers · 21 citations · 8 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.
43 answers · 12 models
25 answers · 10 models
23 answers · 10 models
20 answers · 7 models
20 answers · 10 models
19 answers · 8 models
18 answers · 9 models
16 answers · 9 models
15 answers · 8 models
15 answers · 8 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 | 63% | 187 | 14,800 | 410 | 40,192 | $66 | 21 | 1 |
| Unleash getunleash.io | 12% | 140 | 22,200 | 13,441 | 8,250 | 5 | 4 | |
| ConfigCat configcat.com | 12% | 107 | 590 | 3 | 4,127 | 2 | 6 | |
| Statsig statsig.com | 4% | 125 | 12,100 | 182 | 353,837 | $176 | 6 | |
| Harness harness.io Harness Feature Flags 2%, Harness FME 0%, Harness 0% | 2% | 75 | 60,500 | 55,100 | 86,302 company | 6 | ||
| FeatBit featbit.co | 2% | 4 | 2 | |||||
| ConfigCat's Hosted Plan | 2% | |||||||
| Rollgate rollgate.io | 2% | 2 | ||||||
| Flagsmith flagsmith.com | 0% | 165 | 880 | 5 | 2,618 | 3 | 3 | |
| GrowthBook growthbook.io | 0% | 115 | 2,900 | 14 | 26,646 | 26 | 1 |
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 an enterprise B2B company?”Paraphrase“Which feature management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade feature flag platforms and how do they differ?”Budget-constrained“What is the best feature flag platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a feature flag platform. What should we look at?”Negative“Which feature flag platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5LaunchDarklyLaunchDarklyHeldLaunchDarklyConfigCat, Rollgateagainst: Flagsmith, LaunchDarkly, Statsigno first choiceagainst: ConfigCat, LaunchDarkly, Optimizely
Three alternatives
Statsig, Unleash, WorkOS Feature FlagsTwo alternatives
Split, UnleashFour alternatives
Flagsmith, GrowthBook, Split, UnleashGPT-5.4 miniLaunchDarklyagainst: UnleashLaunchDarklyHeldLaunchDarklyConfigCatagainst: Optimizely Feature Experimentationno first choicenothing named
One alternative
StatsigTwo alternatives
Statsig, UnleashFive alternatives
ConfigCat, Flagsmith, Harness Feature Flags, Split, UnleashOne alternative
LaunchDarklyGemini 3.5 FlashLaunchDarklyUnleashChangedLaunchDarklyConfigCatagainst: LaunchDarkly, Optimizely, Statsigno first choiceagainst: Amplitude, ConfigCat, DevCycle, Firebase Remote Config, Harness FME, LaunchDarkly, PostHog Feature Flags, Split
Four alternatives
Flagsmith, Statsig, Unleash, WorkOS Feature FlagsThree alternatives
Harness Feature Flags, LaunchDarkly, SplitSix alternatives
Amplitude, Flagsmith, GrowthBook, Harness FME, Statsig, UnleashThree alternatives
Flagsmith, GrowthBook, UnleashSix alternatives
Flagsmith, GitLab, GrowthBook, Harness, LaunchDarkly, UnleashPerplexity SonarLaunchDarklyLaunchDarklyHeldLaunchDarklyUnleashagainst: LaunchDarkly, PostHog Feature Flags, Statsigno first choiceagainst: ConfigCat, Flagsmith, LaunchDarkly, OpenFeature, Statsig, Unleash
Three alternatives
Flagsmith, Harness, StatsigFour alternatives
Kameleoon, Optimizely, Split, UnleashFour alternatives
Flagsmith, Harness FME, Statsig, UnleashOne alternative
FlagsmithGrok 4.1 FastLaunchDarklyLaunchDarklyHeldagainst: Flagsmith, Split, UnleashLaunchDarklyUnleashagainst: LaunchDarkly, Split, StatsigLaunchDarklyagainst: Flagsmith, GrowthBookagainst: Flagsmith, LaunchDarkly, Split, Statsig, Unleash
Four alternatives
Flagsmith, Harness FME, Split, UnleashOne alternative
OptimizelyFive alternatives
Flagsmith, GrowthBook, Split, Statsig, UnleashTwo alternatives
Flagsmith, GrowthBookThree alternatives
Harness, Statsig, Unleash CloudMistral SmallLaunchDarklyno first choiceChangedLaunchDarklyHarness Feature Flagsagainst: LaunchDarklyno first choiceagainst: LaunchDarkly, Statsig
Three alternatives
Flagsmith, Unleash, WorkOS Feature FlagsSix alternatives
Flagsmith, GrowthBook, Harness FME, Optimizely Feature Experimentation, Statsig, UnleashDeepSeek V4 FlashLaunchDarklyLaunchDarklyHeldLaunchDarklyagainst: ConfigCatConfigCatagainst: GrowthBook, LaunchDarkly, SplitLaunchDarklyagainst: Amplitude, LaunchDarkly, Mixpanel, PostHog Feature Flags, Statsig
Three alternatives
GrowthBook, Statsig, UnleashTwo alternatives
Split, UnleashFive alternatives
Flagsmith, GrowthBook, Harness, Statsig, UnleashThree alternatives
FeatBit, Flagsmith, StatsigFour alternatives
Flagsmith, GrowthBook, Statsig, UnleashLlama 4 MaverickLaunchDarklyUnleashChangedno first choiceLaunchDarklyLaunchDarkly, Statsig, Unleashagainst: LaunchDarkly
Four alternatives
ConfigCat, Flagsmith, LaunchDarkly, ReflagOne alternative
FlagsmithQwen 3.7 FlashLaunchDarklyLaunchDarklyHeldLaunchDarklyUnleashagainst: LaunchDarklyno first choiceagainst: LaunchDarkly
Three alternatives
Split, Statsig, UnleashTwo alternatives
Split, UnleashThree alternatives
Flagsmith, Harness, UnleashTwo alternatives
Flagsmith, GrowthBookKimi K2LaunchDarklyLaunchDarklyHeldLaunchDarklyagainst: PostHog Feature Flags, StatsigConfigCatagainst: GrowthBook, LaunchDarkly, SplitLaunchDarklyagainst: Harness, LaunchDarkly, Split
Two alternatives
Split, UnleashTwo alternatives
GrowthBook, SplitFour alternatives
Flagsmith, GrowthBook, Split, UnleashTwo alternatives
Statsig, UnleashThree alternatives
Flagsmith, Split, UnleashGLM 4.7 FlashXLaunchDarklyLaunchDarklyHeldLaunchDarklyStatsigagainst: GrowthBook, Unleashno first choiceagainst: Statsig
Three alternatives
Flagsmith, GrowthBook, StatsigOne alternative
UnleashSix alternatives
ConfigCat, Flagsmith, GrowthBook, Harness FME, Statsig, UnleashTwo alternatives
LaunchDarkly, PostHog Feature FlagsMiniMax M2.5LaunchDarklyLaunchDarklyHeldLaunchDarklyConfigCatagainst: GrowthBook, LaunchDarklyno first choiceagainst: ConfigCat, FeatBit, GrowthBook, LaunchDarkly, Optimizely, Split, Unleash
Three alternatives
ConfigCat, Optimizely, SplitTwo alternatives
Reflag, UnleashSix alternatives
ConfigCat, Flagsmith, GrowthBook, Split, Statsig, UnleashThree alternatives
Flagsmith, Statsig, UnleashGPT-6 LunaLaunchDarklyLaunchDarklyHeldLaunchDarklyConfigCat's Hosted Planagainst: LaunchDarklyno first choiceagainst: LaunchDarkly, OpenFeature, Unleash
Three alternatives
Harness FME, Statsig, UnleashTwo alternatives
Harness FME, StatsigSix alternatives
Flagsmith, GrowthBook, Harness FME, Optimizely Feature Experimentation, Statsig, UnleashOne alternative
self-hosted FlagsmithMuse Glimmer 30BLaunchDarklyLaunchDarklyHeldLaunchDarklyFeatBitagainst: LaunchDarkly, SplitLaunchDarklyagainst: LaunchDarkly
Three alternatives
Reflag, Split, WorkOS Feature FlagsOne alternative
UnleashSix alternatives
ConfigCat, Flagsmith, Harness FME, Optimizely Feature Experimentation, Split, UnleashThree alternatives
ConfigCat, Flagsmith, UnleashTwo alternatives
Flagsmith, 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 12:16 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:26 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:25 | yes | 21 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:12 | yes | 21 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:36 | yes | 22 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:15 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:12 | yes | 22 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:07 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:49 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:47 | yes | 15 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:42 | yes | 19 | 74 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:56 | yes | 10 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:15 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:23 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:52 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:21 | yes | 2 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:02 | yes | 14 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:57 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:16 | yes | 19 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:50 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:56 | yes | 22 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:52 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:03 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:28 | yes | 10 | 14 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:01 | yes | 14 | 14 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:12 | yes | 10 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:29 | yes | 5 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:52 | yes | 19 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:39 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:38 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:35 | yes | 26 | 34 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:25 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:50 | yes | 23 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:00 | yes | 13 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:46 | yes | 23 | 49 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:47 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:06 | yes | 15 | 53 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:39 | yes | 24 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:05 | yes | 24 | 66 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:08 | yes | 12 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:47 | yes | 7 | 35 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:37 | yes | 23 | 42 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:16 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:42 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:35 | yes | 23 | 34 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:56 | yes | 20 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:06 | yes | 20 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:29 | yes | 20 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:32 | yes | 24 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:06 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:58 | yes | 7 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:14 | yes | 24 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:26 | yes | 24 | 85 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:42 | yes | 17 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:39 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:16 | yes | 14 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:36 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:28 | yes | 4 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:47 | yes | 7 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:52 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:36 | yes | 17 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:05 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:13 | yes | 24 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:48 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:56 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:50 | yes | 15 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:48 | yes | 15 | 211 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:03 | yes | 5 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:59 | yes | 4 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:29 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:30 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:47 | yes | 2 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:24 | yes | 14 | 33 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:34 | 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 | 20 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:39 | yes | 12 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:19 | yes | 23 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:45 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:38 | yes | 13 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:49 | yes | 24 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:51 | yes | 21 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:07 | yes | 21 | 83 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:45 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:06 | yes | 20 | 35 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
WorkOS read as WorkOS Feature Flags
Unresolved, counted raw
ConfigCat's Hosted Plan
Datadog Feature Flag Management
Stigg
Unleash Cloud
Vercel Flags
self-hosted Flagsmith
Discontinued, still offered
No shut-down product was recommended here.