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Feature flags · November 2026 Edition

GrowthBook vs Split

Three of fourteen models named GrowthBook first on the direct prompt; zero named Split. GrowthBook was named by fourteen of the fourteen models and Split by twelve and GrowthBook carries 47 labels and Split 26, so the shares are not directly comparable.

GrowthBook

accepted challenger

Named in one category this edition.

Split

accepted challenger

Named in one category this edition.

First-choice share14%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%23%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 8; printed, not drawn.
Labels4726A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, GrowthBook reading right to left. Rank and label count are printed, not drawn.Flagsmith was named alongside these two in twelve of the fourteen direct answers. LaunchDarkly vs GrowthBook · LaunchDarkly vs Split · Flagsmith vs GrowthBook

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
GrowthBookFirst choices, of fourteen modelsSplit
Direct30
Paraphrase10
Comparative00
Budget-constrained301 against Split
Scale-constrained01
Negative102 against GrowthBook · 5 against Split
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the November 2026 Edition, GrowthBook and Split were named in the same answer forty-nine times, of the 127 answers naming GrowthBook and the 80 naming Split. In those answers Split took the first choice one time and GrowthBook five.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where GrowthBook and Split stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
GrowthBook Split first choice named as an alternative argued againstblank: not namedEach cell is one answer, GrowthBook on the left and Split on the right.

The direct prompt

The plain question, one answer per model, grouped by where GrowthBook and Split stood in it.

GrowthBook first, Split an alternative

3 of 14 modelsSplit was named in the answer but not as the choice, or not at all.
DeepSeek V4 FlashGrowthBook alternatives: Flagsmith, LaunchDarkly, Unleash
Qwen 3.7 FlashConfigCat, GrowthBook alternatives: Flagsmith, Unleash
GLM 4.7 FlashXFlagsmith, GrowthBook alternatives: Split, Unleash

Neither was the first choice, one was named

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniLaunchDarkly alternatives: Flagsmith, GrowthBook, Unleash
Perplexity SonarLaunchDarkly alternatives: ConfigCat, GrowthBook, Harness FME, Statsig, Unleash
Grok 4.20LaunchDarkly alternatives: Flagsmith, GrowthBook, Harness FME, Statsig, Unleash
Mistral SmallFlagsmith, Unleash alternatives: ConfigCat, Split
Kimi K2Flagsmith, Statsig alternatives: GrowthBook
MiniMax M2.5Flagsmith, LaunchDarkly alternatives: GrowthBook, Split, Unleash

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Flagsmith alternatives: Reflag, Statsig
Gemini 3.5 FlashStatsig alternatives: Flagsmith, PostHog Feature Flags, Schematic, Unleash
Llama 4 Maverickno first choice
GPT-6 LunaStatsig alternatives: Flagsmith, LaunchDarkly
Muse Glimmer 30BReflag alternatives: Flagsmith, Statsig, WorkOS Feature Flags

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.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
GrowthBook leads by four points.
GrowthBook4%#5 of 8
Split0%#8 of 8
The full small business standing →
Mid-marketThe figures above
GrowthBook leads by twelve points.
GrowthBook14%#4 of 8
Split2%#8 of 8
The full mid-market standing →
Enterprise
GrowthBook leads by four points.
GrowthBook4%#5 of 10
Split0%#8 of 10
The full enterprise standing →

What the models said about GrowthBook

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.

“Any self-hosted option—including Unleash, Flagsmith, or GrowthBook: be cautious” GPT-6 Luna · negative prompt · soft negative
“GrowthBook — full SaaS without viable self-hosting option” DeepSeek V4 Flash · negative prompt · soft negative
“For most mid-market B2B companies, GrowthBook or Flagsmith provide the best balance of features, pricing, and ease of use.” GLM 4.7 FlashX · direct prompt · first choice
“GrowthBook stands out as the best overall value and capability match for mid-market B2B companies.” DeepSeek V4 Flash · direct prompt · first choice
“My default pick: GrowthBook for a small company that wants to keep costs near zero.” GPT-6 Luna · budget prompt · first choice

What the models said about Split

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
Also compared

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.