One of fourteen models named ConfigCat first on the direct prompt; one named Unleash. Both were named by all fourteen models and ConfigCat carries 39 labels and Unleash 66, 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 November 2026 Edition, ConfigCat and Unleash were named in the same answer 115 times, of the 138 answers naming ConfigCat and the 192 naming Unleash. In those answers Unleash took the first choice seven times and ConfigCat thirty-nine.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of five in this category shown.
“ConfigCat, for example, is positioned for straightforward toggles and is not a full experimentation platform” Perplexity Sonar · negative prompt · soft negative
“My Recommendation: Start with ConfigCat. It requires no credit card, has no usage surprises, and is the easiest to adopt for a small team.” GLM 4.7 FlashX · budget prompt · first choice
“ConfigCat (Best for pure feature flagging & simple pricing) ... Their paid plans are also among the cheapest in the industry” Gemini 3.5 Flash · budget prompt · first choice
“ConfigCat – best budget SaaS on-ramp... ConfigCat's forever free hosted plan is usually the lowest-friction start.” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Caution: While Unleash is a popular open-source option, it uses local SDK caching for low-latency flag checks... Unleash may not be the best fit.” Mistral Small · negative prompt · soft negative
“Any self-hosted option—including Unleash, Flagsmith, or GrowthBook: be cautious if nobody on your team can own upgrades” GPT-6 Luna · negative prompt · soft negative
“Platforms like older versions of Unleash (self-hosted) require significant DevOps overhead.” Qwen 3.7 Flash · negative prompt · soft negative
“Start with LaunchDarkly for enterprise needs or Unleash/Flagsmith for flexibility/open-source.” Grok 4.20 · comparative prompt · first choice
“Start with Flagsmith or Unleash if you have engineering resources for self-hosting” Claude Haiku 4.5 · budget prompt · first choice
“Flagsmith and Unleash are the best choices” Mistral Small · direct 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.