Feature flags for small business buyers
Asked as “feature flag platform”, and as “feature management tool”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
32ConfigCat32Flagsmith09PostHog Feature Flags28others
32% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Flagsmith (36%) replaces ConfigCat (43% then, 30% now), 6 points clear, inside the 11-point floor.Flagsmith leads at 36%, replacing ConfigCat, which led at 43% and stands at 30% now: 6 points clear, inside the floor, so the swap reads as unsettled. The verdict moved from clear leader to 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.
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.This pageMid-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.Standing →
Flagsmith32%Contested↗new leaderNew leader since September 2026: Flagsmith (36%) replaces ConfigCat (43% then, 30% now), 6 points clear, inside the 11-point floor.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Flagsmith32%2%62endorsed leader▲+22Since September 2026: 14% → 36%, +22 points. Past the 11-point floor: movement. Read over the models both editions asked.14% → 36%
Flagsmith32%2%62endorsed leader▲+22Since September 2026: 14% → 36%, +22 points. Past the 11-point floor: movement. Read over the models both editions asked.14% → 36%02
ConfigCat32%4%54endorsed leader▼−13Since September 2026: 43% → 30%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.43% → 30%
ConfigCat32%4%54endorsed leader▼−13Since September 2026: 43% → 30%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.43% → 30%03
PostHog Feature Flags9%7%46accepted challenger▼−8Since September 2026: 16% → 8%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 8%
PostHog Feature Flags9%7%46accepted challenger▼−8Since September 2026: 16% → 8%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 8%04
GrowthBook7%2%43accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%
GrowthBook7%2%43accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%05
Statsig5%14%42accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%
Statsig5%14%42accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%06
Unleash5%20%44accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%
Unleash5%20%44accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%07LaunchDarkly2%75%61criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
LaunchDarkly2%75%61criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the one product at 0%, ordered by negative rate
08
Split0%40%20criticized 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%40%20criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-one head-to-head pages: the top seven products, each against each
Flagsmith vs StatsigFlagsmith vs GrowthBookFlagsmith vs PostHog Feature FlagsLaunchDarkly vs ConfigCatLaunchDarkly vs UnleashLaunchDarkly vs StatsigLaunchDarkly vs GrowthBookLaunchDarkly vs PostHog Feature FlagsConfigCat vs UnleashConfigCat vs StatsigConfigCat vs GrowthBookConfigCat vs PostHog Feature FlagsUnleash vs StatsigUnleash vs GrowthBookUnleash vs PostHog Feature FlagsStatsig vs GrowthBookStatsig vs PostHog Feature FlagsGrowthBook vs PostHog Feature Flags
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Flagsmith32%
Flagsmith32%02ConfigCat32%
ConfigCat32%03PostHog Feature Flags9%
PostHog Feature Flags9%04GrowthBook7%
GrowthBook7%05Statsig5%
Statsig5%06Unleash5%
Unleash5%07LaunchDarkly2%
LaunchDarkly2%08Split0%
Split0%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, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.
LaunchDarkly75%
46 of 61 labels negative · 12 of 14 models · 12 hard negative
“**Avoid or be cautious about**: 1. **LaunchDarkly** (unless you have serious budget and enterprise requirements) — the cost-to-value ratio for small teams is poor” DeepSeek V4 Flash, negative prompt
Split40%
8 of 20 labels negative · 8 of 14 models · 4 hard negative
“Split's pricing is based on seat count and monthly traffic keys, which can become expensive as usage scales” Claude Haiku 4.5, negative prompt
Unleash20%
9 of 44 labels negative · 7 of 14 models · 1 hard negative
“**Unleash** — It is described as an open-source platform that is **primarily focused on enterprises**” Perplexity Sonar, negative prompt
Statsig14%
6 of 42 labels negative · 6 of 14 models · 2 hard negative
“**Statsig** — ... the guidance around small teams points toward simpler, more affordable platforms” Perplexity Sonar, 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
78 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. 1055 links across 139 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 · GrowthBook54 answers · 123 citations · 13 models
vendor site · Flagsmith47 answers · 83 citations · 14 models
vendor site · Guideflow37 answers · 50 citations · 11 models
vendor site · Amplitude36 answers · 51 citations · 12 models
vendor site · Harness32 answers · 33 citations · 12 models
vendor site · Statsig31 answers · 55 citations · 12 models
vendor site · PostHog29 answers · 44 citations · 11 models
26 answers · 26 citations · 9 models
vendor site · ConfigCat25 answers · 45 citations · 12 models
vendor site · Gitnux21 answers · 30 citations · 10 models
21 answers · 21 citations · 9 models
20 answers · 26 citations · 11 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.
30 answers · 12 models
27 answers · 10 models
25 answers · 9 models
22 answers · 9 models
21 answers · 9 models
19 answers · 9 models
19 answers · 9 models
18 answers · 9 models
17 answers · 7 models
16 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 |
|---|---|---|---|---|---|---|---|---|
| Flagsmith flagsmith.com | 32% | 165 | 880 | 5 | 2,618 | 3 | 3 | |
| ConfigCat configcat.com | 32% | 107 | 590 | 3 | 4,127 | 2 | 6 | |
| PostHog Feature Flags posthog.com | 9% | 77 | 320 | 6 | 25,936 | 120 | ||
| Reflag reflag.com | 9% | 13 | 140 | 0 | 193 | 0 | ||
| GrowthBook growthbook.io | 7% | 115 | 2,900 | 14 | 26,646 | 26 | 1 | |
| Statsig statsig.com | 5% | 125 | 12,100 | 182 | 353,837 | $176 | 6 | |
| Unleash getunleash.io | 5% | 140 | 22,200 | 13,441 | 8,250 | 5 | 4 | |
| LaunchDarkly launchdarkly.com | 2% | 187 | 14,800 | 410 | 40,192 | $66 | 21 | 1 |
| DevCycle devcycle.com | 0% | 20 | 260 | 1 | 2,701 | 0 | ||
| Harness harness.io Harness FME 0% | 0% | 21 | 60,500 | 55,100 | 86,302 company | 6 |
Google's top ten for the three searches hold 15 sites; 4 of them are among the sites the models cited here (configcat.com, flagsmith.com, getunleash.io, growthbook.io). 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 small B2B company?”Paraphrase“Which feature management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top feature flag platforms for a small team and how do they differ?”Budget-constrained“What is the best feature flag platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a feature flag platform. What should we look at?”Negative“Which feature flag platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5ConfigCatno first choiceChangedagainst: LaunchDarklyConfigCat, PostHog Feature FlagsConfigCatno first choiceagainst: ConfigCat, LaunchDarkly, Split
Two alternatives
Flagsmith, PostHog Feature FlagsThree alternatives
Flagsmith, Flipper Cloud, UnleashThree alternatives
Flagsmith, PostHog Feature Flags, StatsigGPT-5.4 miniConfigCatStatsigChangedConfigCat, Flagsmithagainst: LaunchDarklyFlagsmithagainst: LaunchDarklyno first choiceagainst: LaunchDarkly
Two alternatives
LaunchDarkly, StatsigTwo alternatives
LaunchDarkly, UnleashOne alternative
UnleashOne alternative
UnleashGemini 3.5 FlashFlagsmithagainst: LaunchDarklyPostHog Feature FlagsChangedagainst: LaunchDarklyConfigCatagainst: LaunchDarklyConfigCatagainst: LaunchDarklyConfigCat, Flagsmith, PostHog Feature Flagsagainst: LaunchDarklyagainst: LaunchDarkly, Optimizely Feature Experimentation, PostHog Feature Flags, Split, Statsig, Unleash
Three alternatives
ConfigCat, GrowthBook, PostHog Feature FlagsThree alternatives
ConfigCat, Flagsmith, GrowthBookFour alternatives
Flagsmith, GrowthBook, PostHog Feature Flags, StatsigThree alternatives
Flagsmith, GrowthBook, PostHog Feature FlagsTwo alternatives
GrowthBook, StatsigPerplexity SonarConfigCat, GrowthBookagainst: LaunchDarklyReflagChangedagainst: LaunchDarklyConfigCatagainst: LaunchDarklyFlagsmithno first choiceagainst: Harness, LaunchDarkly, Statsig, Unleash
Two alternatives
PostHog Feature Flags, ReflagOne alternative
ConfigCatFour alternatives
Flagsmith, PostHog Feature Flags, Statsig, UnleashTwo alternatives
ConfigCat, PostHog Feature FlagsGrok 4.1 FastFlagsmithagainst: LaunchDarklyFlagsmithHeldagainst: LaunchDarklyFlagsmith, GrowthBook, Unleashagainst: LaunchDarklyFlagsmithagainst: LaunchDarkly, StatsigFlagsmith, Unleashagainst: LaunchDarklyagainst: Flagsmith Scale-Up, Harness Feature Flags, LaunchDarkly, Split, Unleash
Four alternatives
ConfigCat, GrowthBook, Statsig, UnleashThree alternatives
GrowthBook, Statsig, UnleashThree alternatives
ConfigCat, PostHog Feature Flags, StatsigThree alternatives
GrowthBook, PostHog Feature Flags, UnleashTwo alternatives
ConfigCat, StatsigMistral SmallFlagsmithagainst: LaunchDarkly, SplitConfigCatChangedConfigCat, DevCycleagainst: StatsigGrowthBook, PostHog Feature Flagsno first choiceagainst: LaunchDarkly
Three alternatives
Flagsmith, LaunchDarkly, SplitTwo alternatives
Flagsmith, PostHog Feature FlagsTwo alternatives
Flagsmith, UnleashDeepSeek V4 FlashConfigCatagainst: LaunchDarklyFlagsmithChangedagainst: LaunchDarklyFlagsmith, PostHog Feature Flags, StatsigConfigCatConfigCatagainst: LaunchDarklyagainst: LaunchDarkly, Unleash
Two alternatives
Flagsmith, PostHog Feature FlagsOne alternative
ConfigCatThree alternatives
ConfigCat, GrowthBook, LaunchDarklyFour alternatives
Flagsmith, PostHog Feature Flags, Statsig, UnleashTwo alternatives
GrowthBook, UnleashLlama 4 MaverickLaunchDarklyFlagsmith, ReflagChangedLaunchDarklyFlagsmith, GrowthBookno first choicenothing named
Two alternatives
Harness FME, WorkOS Feature FlagsTwo alternatives
Split, UnleashQwen 3.7 FlashConfigCatagainst: LaunchDarklyFlagsmithChangedagainst: UnleashConfigCatagainst: LaunchDarklyFlagsmithagainst: LaunchDarklyFlagsmith, Unleashagainst: ConfigCat, LaunchDarklyagainst: LaunchDarkly, Split, Unleash
Three alternatives
DevCycle, PostHog Feature Flags, UnleashOne alternative
StatsigFour alternatives
Flagsmith, GrowthBook, Statsig, UnleashThree alternatives
ConfigCat, GrowthBook, StatsigTwo alternatives
GrowthBook, SplitKimi K2Flagsmithagainst: LaunchDarklyFlagsmithHeldagainst: LaunchDarklyPostHog Feature Flagsagainst: LaunchDarkly, UnleashConfigCat, FlagsmithUnleashagainst: LaunchDarklyagainst: Homegrown/DIY Solutions, LaunchDarkly, Optimizely, Split, Unleash
Two alternatives
Statsig, UnleashThree alternatives
ConfigCat, PostHog Feature Flags, StatsigThree alternatives
ConfigCat, Flagsmith, GrowthBookTwo alternatives
GrowthBook, UnleashSix alternatives
ConfigCat, Flagsmith, GrowthBook, PostHog Feature Flags, Statsig, TgglGLM 4.7 FlashXConfigCatagainst: LaunchDarklyReflagChangedagainst: LaunchDarklyStatsigStatsigno first choiceagainst: Adobe Target, Flipper Cloud, GrowthBook, LaunchDarkly, Optimizely, Split, Statsig, Unleash, VWO
Three alternatives
Flagsmith, GrowthBook, PostHog Feature FlagsOne alternative
FlagsmithFour alternatives
ConfigCat, GrowthBook, LaunchDarkly, UnleashThree alternatives
Flagsmith, GrowthBook, PostHog Feature FlagsMiniMax M2.5ConfigCatConfigCat, ReflagChangedConfigCatPostHog Feature Flagsno first choicenothing named
Five alternatives
Flagsmith, GrowthBook, Split, Statsig, UnleashTwo alternatives
Flagsmith, PostHog Feature FlagsTwo alternatives
GrowthBook, StatsigTwo alternatives
GrowthBook, StatsigGPT-6 LunaStatsigPostHog Feature FlagsChangedConfigCat, Flagsmithagainst: LaunchDarklyGrowthBookno first choiceagainst: Firebase Remote Config, Flagsmith, LaunchDarkly, PostHog Feature Flags, Self-hosted Unleash, Statsig
Two alternatives
LaunchDarkly, PostHog Feature FlagsThree alternatives
GrowthBook, PostHog Feature Flags, StatsigTwo alternatives
Flagsmith, LaunchDarkly DeveloperMuse Glimmer 30BConfigCatagainst: LaunchDarklyReflagChangedConfigCat, Flagsmithagainst: LaunchDarklyConfigCatagainst: LaunchDarklyConfigCatagainst: LaunchDarkly, PostHog Feature Flags, Split, Unleash self-hosted OSS route
Three alternatives
Flagsmith, GrowthBook, UnleashTwo alternatives
ConfigCat, FlagsmithFour alternatives
GrowthBook, PostHog Feature Flags, Statsig, UnleashTwo alternatives
FeatureHub, FlagsmithSix alternatives
DevCycle, Flagsmith, GrowthBook, PostHog Feature Flags, Statsig, UnleashBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:16 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:48 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:15 | yes | 6 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:02 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:02 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:14 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:11 | yes | 20 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:13 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:22 | yes | 10 | 47 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:19 | yes | 13 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:19 | yes | 19 | 87 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:27 | yes | 10 | 13 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:17 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:56 | yes | 15 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:53 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:36 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:59 | yes | 11 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:35 | yes | 14 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:06 | yes | 18 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:59 | yes | 12 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:57 | yes | 24 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:45 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:35 | yes | 20 | 84 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:43 | yes | 18 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:18 | yes | 22 | 85 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:27 | yes | 9 | 46 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:52 | yes | 1 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:43 | yes | 22 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:21 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:51 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:31 | yes | 22 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:49 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:08 | yes | 19 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:09 | yes | 12 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:11 | yes | 25 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:13 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:06 | yes | 20 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:37 | yes | 19 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:54 | yes | 24 | 39 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:39 | yes | 12 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:04 | yes | 6 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:40 | yes | 14 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:44 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:23 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:26 | yes | 19 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:29 | yes | 20 | 6 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:29 | yes | 25 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:10 | yes | 8 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:52 | yes | 19 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:51 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:44 | yes | 5 | 17 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:29 | yes | 10 | 13 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:05 | yes | 14 | 16 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:12 | yes | 5 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:55 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:12 | yes | 12 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:43 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:29 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:30 | yes | 8 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:17 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:53 | yes | 17 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:40 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:52 | yes | 24 | 62 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:23 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:32 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:46 | yes | 15 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:08 | yes | 14 | 75 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:36 | no | 0 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:28 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:49 | yes | 15 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:24 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:39 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:29 | yes | 27 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:47 | yes | 18 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:47 | yes | 19 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:21 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:45 | yes | 17 | 25 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:41 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:23 | yes | 19 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:54 | yes | 25 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:18 | yes | 22 | 63 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:21 | yes | 21 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:52 | yes | 4 | 34 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:32 | yes | 21 | 37 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
Adobe Target
FeatureHub
Flagsmith Scale-Up
GrowthFeatures
Harness FF
Homegrown/DIY Solutions
LaunchDarkly Developer
Self-hosted Unleash
Tggl
Unleash self-hosted OSS route
Discontinued, still offered
No shut-down product was recommended here.