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Customer intelligence and data science · October 2026 Edition

Google Analytics 4 vs Mixpanel

Zero of fourteen models named Google Analytics 4 first on the direct prompt; zero named Mixpanel. Google Analytics 4 was named by thirteen of the fourteen models and Mixpanel by fourteen and Google Analytics 4 carries 26 labels and Mixpanel 53, so the shares are not directly comparable.

Google Analytics 4

criticized challenger

By Google, Mountain View, California, United States, founded 1998. Named in seventeen categories this edition.

Mixpanel

accepted challenger

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

First-choice share16%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate38%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 10; printed, not drawn.
Labels2653A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Google Analytics 4 reading right to left. Rank and label count are printed, not drawn.Amplitude vs Google Analytics 4 · Amplitude vs Mixpanel · Google Analytics 4 vs Segment

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 customer intelligence and data science page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Google Analytics 4First choices, of fourteen modelsMixpanel
Direct00
Paraphrase012 against Google Analytics 4
Comparative051 against Google Analytics 4
Budget-constrained83
Scale-constrained01
Negative007 against Google Analytics 4 · 5 against Mixpanel
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 October 2026 Edition, Google Analytics 4 and Mixpanel were named in the same answer 213 times, of the 520 answers naming Google Analytics 4 and the 519 naming Mixpanel. In those answers Mixpanel took the first choice twenty-three times and Google Analytics 4 forty-seven.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Google Analytics 4 and Mixpanel 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
Google Analytics 4 Mixpanel first choice named as an alternative argued againstblank: not namedEach cell is one answer, Google Analytics 4 on the left and Mixpanel on the right.

The direct prompt

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

Neither was the first choice, one was named

4 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashChurnZero, Vitally alternatives: Dreamdata, HockeyStack, June, Mixpanel, Skalin, Velaris
DeepSeek V4 FlashAmplitude alternatives: BlueConic, HockeyStack, Lerno, Mixpanel, Segment
MiniMax M2.5Amplitude alternatives: Heap, Mixpanel, Segment
GPT-6 LunaVitally alternatives: Mixpanel, RudderStack, Segment

Neither was named

10 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Factors.ai, Gainsight alternatives: ChurnZero, Hightouch, HubSpot's Smart CRM, Salesforce Data Cloud
GPT-5.4 miniHightouch alternatives: ActionIQ, Salesforce, Tealium
Perplexity SonarSegment alternatives: Gainsight, Hightouch
Grok 4.20Segment alternatives: BlueConic, Hightouch, HubSpot CRM
Mistral SmallSegment alternatives: Chorus by ZoomInfo, Enterpret, Salesforce Data Cloud, ZoomInfo
Llama 4 Maverickno first choice
Qwen 3.7 FlashGainsight alternatives: 6sense, Pendo, Segment
Kimi K2ChurnZero alternatives: 6sense, Amplitude, Totango
GLM 4.7 FlashXAmplitude, HockeyStack alternatives: Chattermill, Qualtrics
Muse Glimmer 30BGainsight, HubSpot Service Hub alternatives: HockeyStack, Microsoft Power BI

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 five points.
Mixpanel13%#2 of 9
Google Analytics 47%#4 of 9
The full small business standing →
Mid-marketThe figures above
The order flips: Google Analytics 4 leads at mid-market.
Google Analytics 416%#2 of 10
Mixpanel10%#3 of 10
The full mid-market standing →
Enterprise
The order flips: Mixpanel leads at enterprise.
Mixpanel4%#6 of 12
Google Analytics 40%#– of 12
The full enterprise standing →

What the models said about Google Analytics 4

No label in this category carried a quote.

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.

“Suffered a security incident (smishing attack) in November 2025... OpenAI dropped them post-breach. Be wary if data security and transparency are priorities.” Grok 4.20 · negative prompt · hard negative
“Choose Amplitude or Mixpanel if you're a product team focused on understanding feature adoption, funnels, and retention.” DeepSeek V4 Flash · comparative prompt · first choice
“| Mixpanel | Product/behavioral analytics | Free tier; $28/mo+ | Funnels, retention; easy for SaaS/ecomm |” Grok 4.20 · scale 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.