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Index › IT › Developer platform › Feature flags › Enterprise · November 2026 Edition

Feature flags for enterprise buyers

Name: AI model recommendations for feature flags for enterprise buyers, November 2026 Edition
Creator: Gane
Published: 2026-11-01
License: https://creativecommons.org/licenses/by/4.0/

Asked as “feature flag platform”, and as “feature management tool”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.

Standing · first-choice share

56%

LaunchDarkly

Clear leader

56LaunchDarkly16Unleash14ConfigCat14others

56% of first choices, clear leader.

Since October 2026▼−7Since October 2026: 63% → 56%, −7 points. Inside the 11-point floor: within noise.LaunchDarkly held the lead, −7 points on 63%, 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

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.Standing →Enterprise

LaunchDarkly56%Clear leader▼−7Since October 2026: 63% → 56%, −7 points. Inside the 11-point floor: within noise.This page

The 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 October 2026

LaunchDarkly26%76criticized default▼−7Since October 2026: 63% → 56%, −7 points. Inside the 11-point floor: within noise.63% → 56%

Unleash4%68accepted challenger▲+4Since October 2026: 12% → 16%, +4 points. Inside the 11-point floor: within noise.12% → 16%

ConfigCat11%36accepted challenger▲+2Since October 2026: 12% → 14%, +2 points. Inside the 11-point floor: within noise.12% → 14%

Flagsmith11%44accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%

GrowthBook14%35accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%

Show the five products at 0%, ordered by negative rate

PostHog Feature Flags44%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%

Harness25%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%

Split21%33accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%

Statsig11%44accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%

Harness FME0%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 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

Build your shortlist

Head to head

LaunchDarkly vs Flagsmith LaunchDarkly vs ConfigCat LaunchDarkly vs GrowthBook

Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.

All twenty-eight head-to-head pages: the top eight products, each against each

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 →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative70%

Key

LaunchDarkly56%

Unleash16%

ConfigCat14%

Flagsmith4%

GrowthBook4%

Statsig0%

Harness FME0%

Split0%

Harness0%

PostHog Feature Flags0%

What they warned about

Ten of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Llama 4 Maverick, GLM 4.7 FlashX and MiniMax M2.5 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.

LaunchDarkly

26%

20 of 76 labels negative · 13 of 14 models · 6 hard negative

“Usage-based pricing that "doubles at renewal with little visibility"; per-service-connection pricing that caused 5X cost jumps” Kimi K2, negative prompt

Split

21%

7 of 33 labels negative · 5 of 14 models · 2 hard negative

“Per-seat + per MTU (Monthly Tracked Users) — costs scale with user growth” Kimi K2, budget prompt

Flagsmith

11%

5 of 44 labels negative · 5 of 14 models · 1 hard negative

“MAU-based pricing tiers” Kimi K2, budget prompt

PostHog Feature Flags

44%

7 of 16 labels negative · 5 of 14 models · 1 hard negative

“PostHog is generally not considered a good fit for mid-sized or large companies.” Claude Haiku 4.5, 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

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. 865 links across 132 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.

getunleash.io

44 answers · 122 citations · 13 models

flagsmith.com

vendor site · Flagsmith41 answers · 59 citations · 14 models

growthbook.io

vendor site · GrowthBook35 answers · 74 citations · 11 models

launchdarkly.com

vendor site · LaunchDarkly26 answers · 43 citations · 9 models

github.com

vendor site · GitHub25 answers · 28 citations · 10 models

harness.io

vendor site · Harness22 answers · 32 citations · 11 models

configcat.com

vendor site · ConfigCat21 answers · 33 citations · 10 models

docs.getunleash.io

20 answers · 34 citations · 10 models

statsig.com

vendor site · Statsig18 answers · 39 citations · 8 models

featbit.co

vendor site · FeatBit17 answers · 20 citations · 8 models

posthog.com

vendor site · PostHog17 answers · 20 citations · 7 models

guptadeepak.com

15 answers · 15 citations · 10 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.

getunleash.io/

27 answers · 9 models

flagsmith.com/blog/top-7-feature-flag-tools

22 answers · 13 models

github.com/Dxlxz/universal-design-system/blob/main/docs/research/top-featur…

21 answers · 9 models

guptadeepak.com/tools/top-5-feature-flag-management-tools-2026

15 answers · 10 models

convert.com/blog/full-stack-experimentation/feature-flag-rollout-tools

14 answers · 8 models

getunleash.io/pricing

13 answers · 8 models

getunleash.io/blog/what-should-you-expect-from-enterprise-feature-flags.md

12 answers · 8 models

linkedin.com/pulse/best-feature-flag-management-tools-rajesh-kumar-j0doc

12 answers · 6 models

gane.ai/index/it/developer/feature-flags/enterprise

11 answers · 6 models

growthbook.io/insights/best-feature-flag-tools-for-developers

10 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	56%	179	14,800	410	40,192	$66	21	1
Unleash getunleash.io	16%	171	22,200	13,441	8,250		5	4
ConfigCat configcat.com	14%	127	590	3	4,127		2	6
Flagsmith flagsmith.com	4%	157	880	5	2,618		3	3
GrowthBook growthbook.io	4%	120	2,900	14	26,646		26	1
FeatBit featbit.co	4%	9						2
RocketFlag rocketflag.app	2%	4
Statsig statsig.com	0%	120	12,100	182	353,837	$176	6
Harness harness.io Harness FME 0%, Harness 0%, Harness Feature Flags 0%	0%	83	60,500	55,100	86,302 company		6
Split split.io	0%	62	246,000	342,492	1,066

Google's top ten for the three searches hold 15 sites; 6 of them are among the sites the models cited here (configcat.com, featbit.co, 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

ModelDirect“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 4.5LaunchDarkly

Four alternatives

Harness, Split, Statsig, Unleash

no first choiceChangedLaunchDarkly

Four alternatives

Harness, Split, Statsig, Unleash

ConfigCat, Unleashagainst: LaunchDarklyno first choiceagainst: ConfigCat, Flagsmith, Harness, PostHog Feature Flags, Statsig, Unleash

GPT-5.4 miniLaunchDarkly

Two alternatives

Statsig, Unleash

LaunchDarklyHeld

Three alternatives

Harness FME, Split, Unleash

LaunchDarkly

Five alternatives

ConfigCat, Flagsmith, GrowthBook, Split, Unleash

ConfigCat

One alternative

Flagsmith

against: LaunchDarklyno first choicenothing named

Gemini 3.5 FlashLaunchDarkly

Three alternatives

Harness FME, Statsig, Unleash

against: PostHog Feature FlagsLaunchDarklyHeld

Four alternatives

Flagsmith, Harness, Statsig, Unleash

LaunchDarkly

Five alternatives

Flagsmith, GrowthBook, Split, Statsig, Unleash

Unleash

Three alternatives

ConfigCat, Flagsmith, GrowthBook

against: LaunchDarkly, Statsigno first choiceagainst: Amplitude, CloudBees Feature Management, Harness, LaunchDarkly, Mixpanel, Optimizely, PostHog Feature Flags, Rollout.io, Split

Perplexity SonarLaunchDarkly

Three alternatives

Harness FME, Statsig, Unleash

LaunchDarklyHeld

Four alternatives

Harness FME, Reflag, Statsig, Unleash

LaunchDarkly

Five alternatives

Flagsmith, GrowthBook, Harness FME, Statsig, Unleash

FeatBit

Two alternatives

ConfigCat, Unleash

against: LaunchDarklyno first choiceagainst: ConfigCat, DevCycle, Flagsmith, Flipt, GO Feature Flag, GrowthBook, LaunchDarkly, PostHog Feature Flags, Statsig, Unleash

Grok 4.20LaunchDarkly

Three alternatives

Harness FME, Statsig, Unleash

against: ConfigCat, GrowthBook, PostHog Feature FlagsLaunchDarklyHeld

Four alternatives

Flagsmith, Harness Feature Flags, Statsig, Unleash

LaunchDarkly

Four alternatives

ConfigCat, Flagsmith, Split, Unleash

Flagsmith, Unleash

One alternative

ConfigCat

against: Harness Feature Flags, LaunchDarkly, StatsigLaunchDarkly

Three alternatives

GrowthBook, Split, Unleash

against: Flagsmithagainst: ConfigCat, LaunchDarkly, Optimizely, PostHog Feature Flags, Split, VWO

Mistral SmallLaunchDarkly

Five alternatives

ConfigCat, GrowthBook, Harness, PostHog Feature Flags, Unleash

LaunchDarklyHeld

Two alternatives

Harness, Optimizely

LaunchDarkly

Four alternatives

Flagsmith, Harness FME, Split, Unleash

against: GrowthBookConfigCat, GrowthBook

One alternative

Unleash

against: LaunchDarklyno first choiceagainst: Flagsmith, Harness, LaunchDarkly, Optimizely, Statsig, Unleash

DeepSeek V4 FlashLaunchDarkly

Three alternatives

Harness FME, Statsig, Unleash

LaunchDarklyHeld

Four alternatives

Harness, Split, Statsig, Unleash

LaunchDarkly

Six alternatives

ConfigCat, Flagsmith, GrowthBook, Harness FME, Statsig, Unleash

ConfigCat

One alternative

Unleash

against: LaunchDarkly, RocketFlagLaunchDarkly

Three alternatives

Flagsmith, GrowthBook, Unleash

against: LaunchDarkly

Llama 4 MaverickLaunchDarkly

Three alternatives

GrowthBook, Harness, Unleash

no first choiceChangedno first choiceConfigCatUnleash

One alternative

Flagsmith

against: DevCycle, GrowthBook, Kameleoon, Split

Qwen 3.7 FlashLaunchDarkly

Four alternatives

Cabbage, Flagsmith, GrowthBook, Split

LaunchDarklyHeld

Two alternatives

Statsig, Unleash

LaunchDarkly

Four alternatives

Flagsmith, GrowthBook, Harness, Split

ConfigCat

Two alternatives

Flagsmith, Unleash

against: LaunchDarklyno first choicenothing named

Kimi K2LaunchDarkly

Two alternatives

Harness FME, Unleash

LaunchDarklyHeld

Two alternatives

Harness FME, Statsig

LaunchDarkly

Five alternatives

GrowthBook, Harness FME, Optimizely, Statsig, Unleash

Unleash

Three alternatives

ConfigCat, GrowthBook, RocketFlag

against: FeatureSignals, Flagsmith, LaunchDarkly, SplitLaunchDarkly

Two alternatives

Split, Unleash

against: GrowthBookagainst: CloudBees Rollout, LaunchDarkly, Optimizely, Split

GLM 4.7 FlashXLaunchDarkly

Six alternatives

Flagsmith, GrowthBook, Harness FME, PostHog Feature Flags, Statsig, Unleash

UnleashChanged

Two alternatives

Flagsmith, LaunchDarkly

LaunchDarkly

Seven alternatives

FeatBit, Flagsmith, GrowthBook, PostHog Feature Flags, Split, Statsig, Unleash

FeatBit

Two alternatives

ConfigCat, Statsig

against: LaunchDarklyno first choicenothing named

MiniMax M2.5GrowthBook, LaunchDarkly

Three alternatives

Harness FME, Statsig, Unleash

LaunchDarklyChanged

Four alternatives

CloudBees Feature Management, Flagsmith, Statsig, Unleash

LaunchDarkly

Five alternatives

Flagsmith, Optimizely, Split, Statsig, Unleash

RocketFlag

Two alternatives

FeatBit, Unleash

no first choiceagainst: Homegrown Solutions, LaunchDarkly

GPT-6 LunaLaunchDarkly

Three alternatives

Harness FME, Split, Statsig

LaunchDarklyHeld

Two alternatives

Statsig, Unleash

Harness FME, LaunchDarkly

Four alternatives

Flagsmith, Optimizely Feature Experimentation, Statsig, Unleash

Unleash

Two alternatives

LaunchDarkly, Unleash OSS

no first choiceagainst: LaunchDarkly, PostHog Feature Flags, Vercel Flags

Muse Glimmer 30BLaunchDarkly

Four alternatives

Harness FME, Split, Statsig, Unleash

LaunchDarklyHeld

Four alternatives

ConfigCat, Harness Platform, Split, Unleash

LaunchDarkly

Five alternatives

Flagsmith, GrowthBook, Harness FME, Statsig, Unleash

ConfigCat

Four alternatives

FeatureFlow, FeatureSignals, RocketFlag, Unleash

against: LaunchDarkly, SplitFlagsmith, Unleash

Three alternatives

Harness Feature Flags, LaunchDarkly, Split

against: Harness, LaunchDarkly, Split

Bold 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 16:07	no	0	5 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-11-01 13:19	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 09:21	yes	12	23 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-11-01 09:55	yes	10	4 s
Direct recommendation	Grok 4.20	`spacexai/grok-4.20-non-reasoning via xai`	2026-11-01 14:33	yes	5	10 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-11-01 12:07	yes	5	4 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-11-01 11:55	yes	22	24 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-11-01 16:17	yes	5	2 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-11-01 08:44	no	0	27 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-11-01 11:58	yes	19	27 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-11-01 18:37	yes	12	78 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-11-01 19:05	yes	5	41 s
Direct recommendation	GPT-6 Luna	`gpt-6-luna`	2026-11-01 17:04	yes	4	12 s
Direct recommendation	Muse Glimmer 30B	`meta/muse-glimmer-30b via togetherai`	2026-11-01 14:06	yes	14	17 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-11-01 17:40	no	0	5 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-11-01 08:51	yes	3	5 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 15:15	no	0	15 s
Paraphrase	Perplexity Sonar	`sonar`	2026-11-01 18:29	yes	10	3 s
Paraphrase	Grok 4.20	`spacexai/grok-4.20-non-reasoning via xai`	2026-11-01 16:18	yes	5	8 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-11-01 09:25	yes	5	4 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-11-01 11:50	yes	24	21 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-11-01 19:18	yes	5	3 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-11-01 16:37	yes	5	21 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-11-01 15:23	yes	19	46 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-11-01 16:52	yes	13	38 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-11-01 10:50	yes	10	28 s
Paraphrase	GPT-6 Luna	`gpt-6-luna`	2026-11-01 15:35	yes	3	11 s
Paraphrase	Muse Glimmer 30B	`meta/muse-glimmer-30b via togetherai`	2026-11-01 09:19	yes	13	15 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-11-01 15:00	yes	9	9 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-11-01 10:30	yes	6	7 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 12:59	yes	8	24 s
Comparative	Perplexity Sonar	`sonar`	2026-11-01 11:54	yes	10	6 s
Comparative	Grok 4.20	`spacexai/grok-4.20-non-reasoning via xai`	2026-11-01 16:48	yes	10	16 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-11-01 16:13	yes	13	15 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-11-01 18:31	yes	23	36 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-11-01 13:10	yes	5	3 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-11-01 11:27	yes	5	26 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-11-01 08:46	yes	9	33 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-11-01 15:14	yes	20	54 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-11-01 16:36	yes	24	35 s
Comparative	GPT-6 Luna	`gpt-6-luna`	2026-11-01 16:17	yes	7	19 s
Comparative	Muse Glimmer 30B	`meta/muse-glimmer-30b via togetherai`	2026-11-01 10:57	yes	14	43 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-11-01 11:20	yes	17	9 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-11-01 17:22	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 11:26	yes	11	26 s
Budget constrained	Perplexity Sonar	`sonar`	2026-11-01 12:50	yes	10	4 s
Budget constrained	Grok 4.20	`spacexai/grok-4.20-non-reasoning via xai`	2026-11-01 19:34	yes	23	18 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-11-01 17:09	yes	5	5 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-11-01 16:08	yes	24	44 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-11-01 17:32	yes	5	3 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-11-01 09:20	no	0	29 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-11-01 14:56	yes	13	25 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-11-01 15:07	yes	23	239 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-11-01 15:50	yes	7	28 s
Budget constrained	GPT-6 Luna	`gpt-6-luna`	2026-11-01 11:16	yes	2	13 s
Budget constrained	Muse Glimmer 30B	`meta/muse-glimmer-30b via togetherai`	2026-11-01 12:33	yes	22	25 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-11-01 16:53	yes	18	15 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-11-01 12:58	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 19:23	no	0	20 s
Scale constrained	Perplexity Sonar	`sonar`	2026-11-01 19:28	yes	10	10 s
Scale constrained	Grok 4.20	`spacexai/grok-4.20-non-reasoning via xai`	2026-11-01 17:42	yes	14	18 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-11-01 15:20	no	0	8 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-11-01 15:25	yes	23	37 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-11-01 09:17	yes	5	4 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-11-01 13:27	no	0	32 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-11-01 18:36	yes	14	78 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-11-01 18:58	yes	13	25 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-11-01 14:42	no	0	13 s
Scale constrained	GPT-6 Luna	`gpt-6-luna`	2026-11-01 13:52	yes	4	23 s
Scale constrained	Muse Glimmer 30B	`meta/muse-glimmer-30b via togetherai`	2026-11-01 09:16	yes	14	21 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-11-01 15:57	yes	17	11 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-11-01 17:49	yes	5	5 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 14:14	yes	7	24 s
Negative framing	Perplexity Sonar	`sonar`	2026-11-01 12:21	yes	10	5 s
Negative framing	Grok 4.20	`spacexai/grok-4.20-non-reasoning via xai`	2026-11-01 16:56	yes	16	18 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-11-01 10:37	yes	15	12 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-11-01 11:34	yes	24	34 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-11-01 12:09	yes	5	3 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-11-01 11:27	yes	5	34 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-11-01 13:47	yes	23	46 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-11-01 14:34	yes	15	42 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-11-01 18:57	yes	23	65 s
Negative framing	GPT-6 Luna	`gpt-6-luna`	2026-11-01 15:27	yes	5	21 s
Negative framing	Muse Glimmer 30B	`meta/muse-glimmer-30b via togetherai`	2026-11-01 17:15	yes	22	33 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

CloudBees read as CloudBees Feature Management

PostHog read as PostHog Feature Flags

PostHog (Feature Flags) read as PostHog Feature Flags

Unresolved, counted raw

Amplitude Feature Experimentation

Cabbage (formerly Unleashed)

CloudBees Feature Flags

CloudBees Rollout

Confidence by Spotify

Harness Platform

Homegrown Solutions

Rollout.io

Unleash OSS

Discontinued, still offered

No shut-down product was recommended here.

Feature flags for enterprise buyers

By buyer segment

The standing

Recommended versus criticized

What they warned about

What they cite

Sites the answers cite

Pages the answers cite

Search against answers

How they answered

The record

Normalization in this category

Also in developer platform