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Experimentation and personalization · November 2026 Edition

GrowthBook vs Optimizely CMS

Zero of fourteen models named GrowthBook first on the direct prompt; one named Optimizely CMS. GrowthBook was named by ten of the fourteen models and Optimizely CMS by fourteen and GrowthBook carries 24 labels and Optimizely CMS 61, so the shares are not directly comparable.

GrowthBook

accepted challenger

Named in two categories this edition.

Optimizely CMS

criticized challenger

By Optimizely, San Francisco, United States, founded 2010. Named in six categories this edition.

First-choice share8%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%46%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 14; printed, not drawn.
Labels2461A 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.VWO was named alongside these two in thirteen of the fourteen direct answers. VWO vs GrowthBook · VWO vs Optimizely CMS · Convert Experiences 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 experimentation and personalization 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 modelsOptimizely CMS
Direct016 against Optimizely CMS
Paraphrase014 against Optimizely CMS
Comparative09
Budget-constrained506 against Optimizely CMS
Scale-constrained012 against Optimizely CMS
Negative2010 against Optimizely CMS
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 Optimizely CMS were named in the same answer fifty-eight times, of the 92 answers naming GrowthBook and the 259 naming Optimizely CMS. In those answers Optimizely CMS took the first choice eight times and GrowthBook fifteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where GrowthBook and Optimizely CMS 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 Optimizely CMS first choice named as an alternative argued againstblank: not namedEach cell is one answer, GrowthBook on the left and Optimizely CMS on the right.

The direct prompt

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

Optimizely CMS first, GrowthBook not the choice

1 of 14 modelsGrowthBook was named in the answer but not as the choice, or not at all.
GPT-5.4 miniOptimizely CMS alternatives: Adobe Target, Dynamic Yield, VWO

Neither was the first choice, one was named

3 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Mistral SmallHubSpot Content Hub alternatives: Optimizely CMS, Personyze, VWO
GLM 4.7 FlashXPersonyze alternatives: HubSpot Content Hub, Optimizely CMS, Right Message, VWO
Muse Glimmer 30BVWO alternatives: Convert Experiences, Mutiny, Optimizely CMS, Personyze

Neither was named

10 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5VWO alternatives: Mutiny, Personyze
Gemini 3.5 FlashVWO alternatives: AB Tasty, HubSpot Marketing Hub, Kameleoon
Perplexity SonarHubSpot Content Hub alternatives: Abmatic AI, Croct, Mutiny, VWO, Webflow Optimize
Grok 4.20Croct alternatives: AB Tasty, Kameleoon, VWO
DeepSeek V4 FlashConvert Experiences, VWO alternatives: Mutiny, Personyze
Llama 4 MaverickHubSpot Content Hub
Qwen 3.7 FlashVWO alternatives: Convert Experiences, Mutiny
Kimi K2VWO alternatives: Mutiny, Personyze
MiniMax M2.5Personyze alternatives: Convert Experiences, VWO
GPT-6 LunaVWO alternatives: AB Tasty

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 three points.
GrowthBook7%#5 of 16
Optimizely CMS3%#10 of 16
The full small business standing →
Mid-marketThe figures above
GrowthBook leads by three points.
GrowthBook8%#3 of 14
Optimizely CMS5%#5 of 14
The full mid-market standing →
Enterprise
The order flips: Optimizely CMS leads at enterprise.
Optimizely CMS48%#1 of 13
GrowthBook9%#4 of 13
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. Three of four in this category shown.

“Best Overall for Product & Technical Teams (Generous Free Tiers) ... GrowthBook (Best Open-Source Option)” Gemini 3.5 Flash · budget prompt · first choice
“Open-source options (like GrowthBook) - no vendor lock-in, full auditability” Kimi K2 · negative prompt · first choice
“GrowthBook if you want to stay completely in your warehouse and self-host.” Muse Glimmer 30B · budget prompt · first choice

What the models said about Optimizely CMS

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

“you should exercise significant caution with Optimizely, particularly regarding its cost structure, support quality, and technical performance” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid beginning with Optimizely, Adobe Target, Kameleoon, or AB Tasty unless the company has enterprise-level requirements and budget” Perplexity Sonar · budget prompt · hard negative
“Avoid for Mid-Sized B2B (unless budget is large): Optimizely — median spend is ~$81K/year” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Optimizely is among the most common "default shortlists" for companies seeking rigorous testing, large-scale collaboration, and a mature measurement stack.” Claude Haiku 4.5 · comparative prompt · first choice
“Optimizely is described as an industry-leading experimentation platform that enables businesses to test and optimize digital experiences” Muse Glimmer 30B · comparative prompt · first choice
“Choose Optimizely if you want a large enterprise suite with strong experimentation + personalization + analytics integration.” GPT-5.4 mini · comparative prompt · first choice
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.