Five of fourteen models named Flagsmith first on the direct prompt; zero named Split. Flagsmith was named by fourteen of the fourteen models and Split by twelve and Flagsmith carries 63 labels and Split 26, 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 Split were named in the same answer sixty-four times, of the 177 answers naming Flagsmith and the 80 naming Split. In those answers Split took the first choice one time and Flagsmith fourteen.
| 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. Six of eight in this category shown.
“Avoid paid-heavy tools like LaunchDarkly, Split.io, or DevCycle” Grok 4.20 · budget prompt · hard negative
“Be cautious about opaque, quote-based pricing, significant switching costs, and coupling of feature flagging to a broader Harness toolchain if you want portability.” Muse Glimmer 30B · negative prompt · soft negative
“more expensive than alternatives for comparable functionality, lacks automatic analytics built into every flag check” Qwen 3.7 Flash · negative prompt · soft negative
“High-End/Enterprise: LaunchDarkly, Split.io, Optimizely.” MiniMax M2.5 · scale prompt · first choice
“Choose Split/Harness if experimentation is the core use case and you're comfortable with a more enterprise-oriented tool” GPT-5.4 mini · paraphrase prompt · alternative
“Choose Statsig, GrowthBook, or Split/Harness when measuring product impact and running experiments is central.” Perplexity Sonar · comparative prompt · alternative
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.