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Feature flags · October 2026 Edition

Unleash vs GrowthBook

Two of fourteen models named Unleash first on the direct prompt; zero named GrowthBook. Unleash was named by fourteen of the fourteen models and GrowthBook by thirteen and Unleash carries 52 labels and GrowthBook 43, so the shares are not directly comparable.

Unleash

accepted challenger

Named in one category this edition.

GrowthBook

accepted challenger

Named in one category this edition.

First-choice share11%9%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 8; printed, not drawn.
Labels5243A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Unleash reading right to left. Rank and label count are printed, not drawn.Flagsmith was named alongside these two in ten of the fourteen direct answers. Flagsmith vs Unleash · Flagsmith vs GrowthBook · LaunchDarkly vs Unleash

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the feature flags page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
UnleashFirst choices, of fourteen modelsGrowthBook
Direct201 against Unleash
Paraphrase21
Comparative00
Budget-constrained241 against Unleash
Scale-constrained00
Negative223 against Unleash
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, Unleash and GrowthBook were named in the same answer eighty-nine times, of the 156 answers naming Unleash and the 118 naming GrowthBook. In those answers GrowthBook took the first choice four times and Unleash fifteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Unleash and GrowthBook stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
Unleash GrowthBook first choice named as an alternative argued againstblank: not namedEach cell is one answer, Unleash on the left and GrowthBook on the right.

The direct prompt

The plain question, one answer per model, grouped by where Unleash and GrowthBook stood in it.

Unleash first, GrowthBook an alternative

2 of 14 modelsGrowthBook was named in the answer but not as the choice, or not at all.
Qwen 3.7 FlashFlagsmith, Unleash alternatives: GrowthBook, LaunchDarkly
Muse Glimmer 30BConfigCat, Unleash alternatives: Split, Statsig

Neither was the first choice, one was named

8 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniLaunchDarkly, Statsig alternatives: Unleash
Gemini 3.5 FlashFlagsmith alternatives: ConfigCat, GrowthBook, PostHog Feature Flags
Perplexity SonarLaunchDarkly alternatives: ConfigCat, Flagsmith, GrowthBook, PostHog Feature Flags
Grok 4.1 FastStatsig alternatives: Flagsmith, GrowthBook
Mistral SmallFlagsmith alternatives: Flagship.io, GrowthBook
Llama 4 MaverickFlagsmith alternatives: Guideflow, LaunchDarkly, Unleash
MiniMax M2.5LaunchDarkly, Statsig alternatives: ConfigCat, GrowthBook, Unleash
GPT-6 LunaLaunchDarkly alternatives: Statsig, Unleash

Neither was named

4 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Flagsmith alternatives: ConfigCat, LaunchDarkly, Statsig
DeepSeek V4 FlashConfigCat alternatives: Flagsmith, LaunchDarkly
Kimi K2ConfigCat alternatives: Flagsmith, Split
GLM 4.7 FlashXConfigCat alternatives: Flagsmith, Statsig

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
GrowthBook leads by two points.
GrowthBook7%#4 of 8
Unleash5%#6 of 8
The full small business standing →
Mid-marketThe figures above
The order flips: Unleash leads at mid-market.
Unleash11%#4 of 8
GrowthBook9%#6 of 8
The full mid-market standing →
Enterprise
Unleash leads by twelve points.
Unleash12%#2 of 9
GrowthBook0%#6 of 9
The full enterprise standing →

What the models said about Unleash

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“Unleash and Flagsmith handle flag management well but don't extend as far into experimentation or release intelligence” Claude Haiku 4.5 · negative prompt · soft negative
“you should exercise caution regarding the operational overhead and licensing changes” Gemini 3.5 Flash · negative prompt · soft negative
“Common caveat is that experiment analysis often needs another analytics layer.” Muse Glimmer 30B · negative prompt · soft negative
“If you have DevOps resources and want full control: Go with Unleash (self-hosted). It's mature, widely adopted, and completely free to run yourself.” Kimi K2 · budget prompt · first choice
“Unleash or Flagsmith (self-hosted) are excellent choices because they have no per-seat or per-flag costs” Claude Haiku 4.5 · budget prompt · first choice
“Leaning toward self-hostable/open-source options (Unleash, Flagr) with OpenFeature support reduces lock-in” Qwen 3.7 Flash · negative prompt · first choice

What the models said about GrowthBook

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“could be Flagsmith or GrowthBook, as they offer self-hosted alternatives with a typical budget of $0–$6000/month” Llama 4 Maverick · budget prompt · first choice
“For a mid-sized B2B company, GrowthBook is the strongest all-around recommendation.” DeepSeek V4 Flash · paraphrase prompt · first choice
“If you want a free, open-source option, GrowthBook is a great choice.” Mistral Small · budget prompt · first choice
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.