Five of fourteen models named Flagsmith first on the direct prompt; one named ConfigCat. Both were named by all fourteen models and Flagsmith carries 63 labels and ConfigCat 39, 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, Flagsmith and ConfigCat were named in the same answer 116 times, of the 177 answers naming Flagsmith and the 138 naming ConfigCat. In those answers ConfigCat took the first choice thirty-five times and Flagsmith 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 4.20 | ||||||
| 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. Six of eight in this category shown.
“Flagsmith, for example, documents API-request limits on managed infrastructure and different pricing tiers” GPT-5.4 mini · negative prompt · soft negative
“Flagsmith provides bucketing but may require a separate analytics system to determine experiment winners” Perplexity Sonar · negative prompt · soft negative
“Strong for self-hosting, but cloud versions can have scaling hiccups if not configured well” Grok 4.20 · negative prompt · soft negative
“I'd generally recommend Flagsmith if you want the best balance of capability, cost control, and deployment flexibility” GPT-5.4 mini · paraphrase prompt · first choice
“Flagsmith is an ideal fit for mid-sized SaaS teams that want developer control without enterprise-level pricing.” Claude Haiku 4.5 · direct prompt · first choice
“Flagsmith and Unleash are the best choices due to their flexibility, cost, and robust feature sets” Mistral Small · direct prompt · first choice
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
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.