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Product analytics · September 2026 Edition

Mixpanel vs Google Analytics 4

Five of twelve models named Mixpanel first on the direct prompt; zero named Google Analytics 4. Both were named by all twelve models and Mixpanel carries 60 labels and Google Analytics 4 23, so the shares are not directly comparable.

Mixpanel

accepted challenger

San Francisco, United States, founded 2009. Named in seven categories this edition.

Google Analytics 4

criticized challenger

By Google Search, United States, founded 1997. Named in fourteen categories this edition.

First-choice share28%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate17%61%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 8; printed, not drawn.
Labels6023A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Mixpanel reading right to left. Rank and label count are printed, not drawn.Amplitude was named alongside these two in eleven of the twelve direct answers. Amplitude vs Mixpanel · Amplitude vs Google Analytics 4 · Mixpanel vs PostHog

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 product analytics page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
MixpanelFirst choices, of twelve modelsGoogle Analytics 4
Direct50
Paraphrase50
Comparative103 against Google Analytics 4
Budget-constrained211 against Mixpanel · 3 against Google Analytics 4
Scale-constrained10
Negative009 against Mixpanel · 8 against Google Analytics 4
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.

Across every category in the September 2026 Edition, Mixpanel and Google Analytics 4 were named in the same answer 121 times, of the 333 answers naming Mixpanel and the 274 naming Google Analytics 4. In those answers Google Analytics 4 took the first choice seventeen times and Mixpanel twenty-five.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Mixpanel and Google Analytics 4 stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
Mixpanel Google Analytics 4 first choice named as an alternative argued againstblank: not namedEach cell is one answer, Mixpanel on the left and Google Analytics 4 on the right.

The direct prompt

The plain question, one answer per model, grouped by where Mixpanel and Google Analytics 4 stood in it.

Mixpanel first, Google Analytics 4 not the choice

5 of 12 modelsGoogle Analytics 4 was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Mixpanel alternatives: Amplitude, Heap, June, Pendo
Gemini 3.5 FlashMixpanel alternatives: Amplitude, Pendo, PostHog
Perplexity SonarMixpanel alternatives: Amplitude, Heap, Pendo, PostHog
Grok 4.1 FastMixpanel alternatives: Amplitude, Pendo, PostHog
GLM 4.7 FlashXMixpanel alternatives: Amplitude, Heap, Pendo, PostHog

Neither was the first choice, one was named

5 of 12 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniAmplitude alternatives: Heap, Mixpanel, PostHog
Mistral SmallAmplitude Analytics alternatives: Mixpanel, Pendo, PostHog
DeepSeek V4 FlashAmplitude alternatives: Mixpanel, Pendo, PostHog
Qwen 3.7 FlashAmplitude, Pendo alternatives: Heap, Mixpanel
Kimi K2Amplitude alternatives: Heap, Mixpanel, Pendo, PostHog

Neither was named

2 of 12 modelsThe answer made no first choice from these two in this category.
Llama 4 MaverickAmplitude
MiniMax M2.5Pendo alternatives: Amplitude, Heap

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
Mixpanel leads by thirty points.
Mixpanel34%#2 of 8
Google Analytics 44%#5 of 8
The full small business standing →
Mid-marketThe figures above
Mixpanel leads by twenty-six points.
Mixpanel28%#2 of 8
Google Analytics 42%#6 of 8
The full mid-market standing →
Enterprise
Mixpanel leads by eight points.
Mixpanel8%#3 of 9
Google Analytics 40%#9 of 9
The full enterprise standing →

What the models said about Mixpanel

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

“Highest Caution: Mixpanel ... When to avoid: If handling sensitive user data or EU users” Grok 4.1 Fast · negative prompt · hard negative
“Choose Mixpanel if: You want a highly intuitive, self-serve interface that your non-technical teams will actually use” Gemini 3.5 Flash · scale prompt · first choice
“Mixpanel is frequently cited as the best balance of cost, ease of use, and B2B-specific features” Qwen 3.7 Flash · paraphrase prompt · first choice

What the models said about Google Analytics 4

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

“Avoid GA4 for EU-based products or if you need product-level insights (it's marketing-focused)” MiniMax M2.5 · negative prompt · hard negative
“Thin product analytics: Optimized for marketing/attribution rather than product behavior” Qwen 3.7 Flash · negative prompt · hard negative
“Not ideal for actual product analytics due to data sampling and cardinality thresholding” Llama 4 Maverick · negative prompt · hard negative
“For a tight budget, start with Google Analytics 4 (if web-focused) or Statsig (if you need product analytics beyond web tracking)” MiniMax M2.5 · budget 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.