GTM AI Index
Index Marketing Experimentation › Mida vs Convert
Experimentation and personalization · September 2026 Edition

Mida vs Convert

Zero of twelve models named Mida first on the direct prompt; zero named Convert. Mida was named by eight of the twelve models and Convert by ten and Mida carries 11 labels and Convert 17, so the shares are not directly comparable.

Mida

accepted challenger

Named in one category this edition.

Convert

accepted challenger

Named in one category this edition.

First-choice share11%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 14; printed, not drawn.
Labels1117A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Mida reading right to left. Rank and label count are printed, not drawn.VWO was named alongside these two in eleven of the twelve direct answers. VWO vs Mida · VWO vs Convert

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 twelve models made each the first choice, per way of asking, and how many argued against it.
MidaFirst choices, of twelve modelsConvert
Direct00
Paraphrase04
Comparative00
Budget-constrained60
Scale-constrained00
Negative01
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

The direct prompt

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

Neither was the first choice, one was named

3 of 12 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Mutiny alternatives: AB Tasty, Abmatic AI, Mida, VWO
Perplexity SonarVWO alternatives: Convert, Mutiny
MiniMax M2.5Personizely, Personyze alternatives: Convert

Neither was named

9 of 12 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniOptimizely CMS alternatives: Kameleoon, VWO
Gemini 3.5 FlashVWO alternatives: Abmatic AI, Markettailor, Userled, Webflow Optimize
Grok 4.1 FastVWO alternatives: Convert Experiences, Kameleoon, Personyze
Mistral SmallPersonyze alternatives: Abmatic AI, VWO
DeepSeek V4 FlashVWO alternatives: Convert Experiences, Kameleoon, Mutiny
Llama 4 MaverickPersonizely, Personyze, VWO
Qwen 3.7 FlashKameleoon, VWO alternatives: Mutiny, Personizely
Kimi K2VWO alternatives: Intellimize, Mutiny
GLM 4.7 FlashXConvert Experiences alternatives: Kameleoon, VWO

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
Mida leads by two points.
Mida10%#2 of 15
Convert8%#4 of 15
The full small business standing →
Mid-marketThe figures above
Mida leads by four points.
Mida11%#2 of 14
Convert8%#3 of 14
The full mid-market standing →
Enterprise
The order flips: Convert leads at enterprise.
Convert2%#8 of 11
Mida0%#– of 11
The full enterprise standing →

What the models said about Mida

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

“Top Pick for Free: Mida is the most generous free option with a true visual editor” Kimi K2 · budget prompt · first choice
“Start with Mida if you need a no-code solution with generous free tier” Mistral Small · budget prompt · first choice
“Top Pick: Mida.so (Free Forever Tier Up to 100k Monthly Tested Users)” Grok 4.1 Fast · budget prompt · first choice

What the models said about Convert

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

“I would recommend Convert.com if you want a strong balance of reliability, privacy, and straightforward pricing” Perplexity Sonar · paraphrase prompt · first choice
“I would recommend Convert.com as the best A/B testing and personalization tool for a mid-sized B2B company” Llama 4 Maverick · paraphrase prompt · first choice
“Privacy-first (excellent GDPR), affordable (~$299+/month), up to 50 goals/test.” Grok 4.1 Fast · negative prompt · first choice
Also compared

Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.