Five of fourteen models named Flagsmith first on the direct prompt; four named ConfigCat. Flagsmith was named by fourteen of the fourteen models and ConfigCat by twelve and Flagsmith carries 57 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 October 2026 Edition, Flagsmith and ConfigCat were named in the same answer 100 times, of the 175 answers naming Flagsmith and the 116 naming ConfigCat. In those answers ConfigCat took the first choice thirty-four times and Flagsmith eighteen.
| 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 seven in this category shown.
“The free cloud tier is narrow for team collaboration. Documentation notes a default security posture to consider” Muse Glimmer 30B · negative prompt · soft negative
“Open-source tools like Unleash and Flagsmith can introduce complexities during setup and ongoing maintenance” Claude Haiku 4.5 · negative prompt · soft negative
“Free cloud tier available (though limits are tight for teams)” DeepSeek V4 Flash · budget prompt · soft negative
“Flagsmith is a good fit for mid-market engineering teams that want feature flags and remote configuration in a single tool” Claude Haiku 4.5 · direct prompt · first choice
“The Best All-Around Value: Flagsmith ... widely considered the best "low friction" option for startups and small teams” Qwen 3.7 Flash · budget prompt · first choice
“If you want a simple, cost-effective, and flexible feature flag platform, Flagsmith is a top choice.” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“It is noted as not a broad experimentation platform. Teams wanting measurement not only toggles tend to look elsewhere.” Muse Glimmer 30B · negative prompt · soft negative
“ConfigCat's hosted model may still be a risk for some regulated industries that require on-premises deployment” GPT-5.4 mini · negative prompt · soft negative
“ConfigCat has no built-in analytics” Claude Haiku 4.5 · negative prompt · soft negative
“I'd usually recommend ConfigCat if your main goal is reliable feature flags with lower complexity and predictable cost” GPT-5.4 mini · paraphrase prompt · first choice
“ConfigCat ⭐ Best for Mid-Market ... Start with ConfigCat if you want simple feature flags with predictable costs” Kimi K2 · direct prompt · first choice
“If I had to choose one for a budget-conscious company that still wants a polished product, I'd choose ConfigCat.” GPT-5.4 mini · 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.