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.
Named in one category this edition.
Named in one category this edition.
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.
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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 |
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.
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
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
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.