Feature flags
Asked as “feature flag platform”, and as “feature management tool”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
30%
Contested · ConfigCat 17%
30LaunchDarkly17ConfigCat17Flagsmith36others
30% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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
LaunchDarkly vs StatsigLaunchDarkly vs GrowthBookLaunchDarkly vs PostHog Feature FlagsFlagsmith vs ConfigCatFlagsmith vs UnleashFlagsmith vs StatsigFlagsmith vs GrowthBookFlagsmith 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 →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01LaunchDarkly30%
LaunchDarkly30%02Flagsmith17%
Flagsmith17%03ConfigCat17%
ConfigCat17%04Unleash13%
Unleash13%05Statsig9%
Statsig9%06GrowthBook6%
GrowthBook6%07PostHog Feature Flags6%
PostHog Feature Flags6%08DevCycle0%
DevCycle0%09Split0%
Split0%What they warned about
Two of twelve 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 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.
LaunchDarkly31%
19 of 61 labels negative · 10 of 12 models · 3 hard negative
“Caution level: High (especially for new adopters or scale-ups)... Avoid if... Microservices, startups, regulated industries, cost-sensitive” DeepSeek V4 Flash, negative prompt
Split30%
10 of 33 labels negative · 6 of 12 models · 1 hard negative
“Avoid for tight budgets: LaunchDarkly/Split (free tiers cap quickly, then $10+/MAU or seats).” Grok 4.20, budget prompt
Flagsmith9%
5 of 56 labels negative · 5 of 12 models · 1 hard negative
“Platforms with significant limitations or red flags ... Flagsmith: ... The free tier is very limited (50k requests/month)” Mistral Small, negative prompt
Unleash8%
4 of 50 labels negative · 4 of 12 models · 2 hard negative
“its self-hosted version can be complex to set up and maintain ... Some users report scalability and performance issues at high traffic volumes” Mistral Small, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
62 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 907 links across 169 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · GrowthBook38 answers · 84 citations · 11 models
vendor site · Harness35 answers · 38 citations · 11 models
25 answers · 32 citations · 10 models
vendor site · Amplitude23 answers · 34 citations · 9 models
23 answers · 23 citations · 9 models
vendor site · Statsig22 answers · 35 citations · 9 models
vendor site · ConfigCat21 answers · 33 citations · 10 models
vendor site · LaunchDarkly20 answers · 28 citations · 9 models
vendor site · Flagsmith19 answers · 25 citations · 8 models
vendor site · Guideflow18 answers · 23 citations · 7 models
18 answers · 19 citations · 7 models
vendor site · Kameleoon17 answers · 19 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.
34 answers · 11 models
23 answers · 9 models
17 answers · 7 models
16 answers · 10 models
15 answers · 7 models
14 answers · 8 models
14 answers · 9 models
13 answers · 8 models
13 answers · 10 models
12 answers · 6 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 | 30% | 179 | 14,800 | 410 | 40,192 | $66 | 21 | 1 |
| Flagsmith flagsmith.com | 17% | 157 | 880 | 5 | 2,618 | 3 | 3 | |
| ConfigCat configcat.com | 17% | 127 | 590 | 3 | 4,127 | 2 | 6 | |
| Unleash getunleash.io | 13% | 171 | 22,200 | 13,441 | 8,250 | 5 | 4 | |
| Statsig statsig.com | 9% | 120 | 12,100 | 182 | 353,837 | $176 | 6 | |
| GrowthBook growthbook.io | 6% | 120 | 2,900 | 14 | 26,646 | 26 | 1 | |
| PostHog Feature Flags posthog.com | 6% | 100 | 320 | 6 | 25,936 | 120 | ||
| Kameleoon kameleoon.com | 2% | 3 | 590 | 3 | 28,601 | 3 | 6 | |
| DevCycle devcycle.com | 0% | 23 | 260 | 1 | 2,701 | 0 | ||
| Split split.io Split 0%, Split / Harness Feature Management 0% | 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, flagsmith.com, getunleash.io, growthbook.io, kameleoon.com, 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 4.5Flagsmith, LaunchDarklyFlagsmithChangedLaunchDarklyFlagsmith, Unleashno first choiceagainst: LaunchDarkly
One alternative
StatsigFour alternatives
ConfigCat, GrowthBook, LaunchDarkly, PostHog Feature FlagsFour alternatives
Flagsmith, GrowthBook, PostHog Feature Flags, StatsigTwo alternatives
LaunchDarkly, StatsigGPT-5.4 miniConfigCatLaunchDarklyChangedLaunchDarklyFlagsmith, Unleashagainst: Firebase Remote Configno first choiceagainst: LaunchDarkly
Two alternatives
Flagsmith, LaunchDarklyOne alternative
Harness FMEFive alternatives
ConfigCat, Flagsmith, Split, Statsig, UnleashGemini 3.5 FlashFlagsmithagainst: LaunchDarklyConfigCatChangedagainst: Harness FME, LaunchDarkly, StatsigLaunchDarklyPostHog Feature Flagsagainst: LaunchDarklyLaunchDarklyagainst: Flagsmith, LaunchDarkly, Optimizely, Split, Unleash
Four alternatives
ConfigCat, GrowthBook, PostHog Feature Flags, SchematicFour alternatives
Flagsmith, GrowthBook, Schematic, UnleashSeven alternatives
ConfigCat, Flagsmith, GrowthBook, Harness FME, PostHog Feature Flags, Statsig, UnleashThree alternatives
ConfigCat, Flagsmith, GrowthBookThree alternatives
Flagsmith, GrowthBook, UnleashPerplexity SonarLaunchDarklyLaunchDarklyHeldno first choiceConfigCat, Flagsmithno first choiceagainst: Flagsmith
Four alternatives
Flagsmith, GrowthBook, Statsig, UnleashThree alternatives
CloudBees Feature Management, GrowthBook, UnleashTwo alternatives
GrowthBook, StatsigGrok 4.20LaunchDarklyLaunchDarklyHeldLaunchDarklyagainst: Optimizely Feature Experimentation, SplitUnleashagainst: LaunchDarkly, SplitLaunchDarklyagainst: LaunchDarkly, PostHog Feature Flags, Split
Four alternatives
ConfigCat, Flagsmith, Statsig, UnleashThree alternatives
Flagsmith, Statsig, UnleashFive alternatives
ConfigCat, Flagsmith, GrowthBook, Statsig, UnleashThree alternatives
Flagsmith, GrowthBook, StatsigFour alternatives
Flagsmith, Harness, Statsig, UnleashMistral SmallLaunchDarklyno first choiceChangedno first choiceConfigCatno first choiceagainst: ConfigCat, Flagsmith, LaunchDarkly, Split, Unleash
Three alternatives
Flagsmith, Statsig, UnleashThree alternatives
DevCycle, Flagsmith, GrowthBookDeepSeek V4 FlashGrowthBookagainst: LaunchDarklyUnleashChangedagainst: SplitLaunchDarklyGrowthBookno first choiceagainst: LaunchDarkly, Splitagainst: Amplitude, LaunchDarkly, Mixpanel, Split
Four alternatives
ConfigCat, Flagsmith, Statsig, UnleashTwo alternatives
ConfigCat, LaunchDarklyEight alternatives
ConfigCat, Flagsmith, GrowthBook, Harness, PostHog Feature Flags, Split, Statsig, UnleashFive alternatives
ConfigCat, Flagsmith, PostHog Feature Flags, Statsig, UnleashFive alternatives
ConfigCat, Flagsmith, GrowthBook, Statsig, UnleashLlama 4 MaverickLaunchDarklyKameleoonChangedno first choiceFlagsmith, GrowthBook, Statsigno first choicenothing named
Three alternatives
LaunchDarkly, Split, SwetrixFour alternatives
ConfigCat, GrowthBook, LaunchDarkly, StatsigOne alternative
SupashipQwen 3.7 FlashConfigCatagainst: LaunchDarklyStatsigChangedLaunchDarklyagainst: Optimizely Feature ExperimentationFlagsmith, Unleashagainst: LaunchDarklyno first choiceagainst: ConfigCat, Flagsmith, LaunchDarkly, Statsig, Unleash
Three alternatives
Flagsmith, Split, UnleashTwo alternatives
LaunchDarkly, UnleashFive alternatives
ConfigCat, Flagsmith, Split, Statsig, UnleashTwo alternatives
ConfigCat, PostHog Feature FlagsKimi K2ConfigCat, Statsigagainst: LaunchDarklyLaunchDarkly, UnleashChangedLaunchDarklyPostHog Feature Flagsno first choiceagainst: ConfigCat, LaunchDarkly, PostHog Feature Flags, Split
Four alternatives
ConfigCat, Flagsmith, Split, StatsigFive alternatives
Flagsmith, GrowthBook, PostHog Feature Flags, Statsig, UnleashThree alternatives
Flagsmith, GrowthBook, UnleashGLM 4.7 FlashXLaunchDarklyConfigCatChangedLaunchDarkly, Statsigagainst: OptimizelyStatsigno first choiceagainst: ConfigCat, Flagsmith, GrowthBook, LaunchDarkly, Statsig, Unleash
Four alternatives
Flagsmith, GrowthBook, Split, StatsigThree alternatives
LaunchDarkly, Statsig, UnleashSeven alternatives
ConfigCat, DevCycle, Flagsmith, GrowthBook, PostHog Feature Flags, Split, UnleashFour alternatives
GrowthBook, LaunchDarkly, PostHog Feature Flags, UnleashMiniMax M2.5ConfigCat, LaunchDarklyLaunchDarklyChangedLaunchDarklyPostHog Feature Flagsno first choiceagainst: LaunchDarkly, PostHog Feature Flags, Split
Two alternatives
Flagsmith, GrowthBookTwo alternatives
Flagsmith, SplitSeven alternatives
ConfigCat, Flagsmith, GrowthBook, PostHog Feature Flags, Split, Statsig, UnleashFour alternatives
Flagsmith, GrowthBook, 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.
Seventy-two 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 | 2026-09-17 09:58 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:57 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:59 | yes | 16 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 14:11 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 13:20 | yes | 41 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:55 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:49 | yes | 18 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:53 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:02 | no | 0 | 41 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:07 | yes | 9 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:28 | yes | 10 | 156 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:13 | yes | 9 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:53 | yes | 19 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:44 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:23 | yes | 10 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 09:48 | yes | 20 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 13:09 | yes | 19 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:48 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 13:59 | yes | 19 | 39 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:17 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:26 | yes | 15 | 63 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:00 | yes | 10 | 46 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:33 | yes | 18 | 89 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:46 | yes | 5 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:45 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:53 | yes | 10 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:55 | yes | 16 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 14:05 | yes | 20 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 14:12 | yes | 24 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:46 | yes | 9 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:43 | yes | 16 | 22 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:02 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:36 | yes | 5 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:36 | yes | 9 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:40 | yes | 15 | 178 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:52 | yes | 5 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:38 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:40 | no | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:27 | yes | 14 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 10:31 | yes | 20 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 14:02 | yes | 46 | 27 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:24 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:57 | yes | 19 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:01 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:23 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:37 | yes | 10 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:53 | yes | 9 | 58 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:48 | yes | 15 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:00 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:13 | no | 0 | 20 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:19 | yes | 9 | 39 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 10:21 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 14:09 | yes | 17 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:17 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:25 | yes | 18 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:21 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:06 | yes | 10 | 59 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:33 | yes | 10 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:44 | no | 0 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:04 | no | 0 | 12 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:18 | yes | 27 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:52 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:39 | yes | 20 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 14:11 | yes | 19 | 9 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 13:52 | yes | 41 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:42 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:47 | yes | 29 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:33 | yes | 8 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:00 | yes | 23 | 80 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:39 | yes | 29 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:54 | yes | 14 | 67 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:33 | yes | 23 | 62 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
Hypertune
Supaship
Discontinued, still offered
No shut-down product was recommended here.