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Customer intelligence and data science · October 2026 Edition

Amplitude vs Google Analytics 4

Three of fourteen models named Amplitude first on the direct prompt; zero named Google Analytics 4. Amplitude was named by thirteen of the fourteen models and Google Analytics 4 by thirteen and Amplitude carries 47 labels and Google Analytics 4 26, so the shares are not directly comparable.

Amplitude

accepted challenger

United States. Named in nine categories this edition.

Google Analytics 4

criticized challenger

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

First-choice share18%16%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate13%38%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 10; printed, not drawn.
Labels4726A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Amplitude reading right to left. Rank and label count are printed, not drawn.Amplitude vs Mixpanel · Amplitude vs Segment · Amplitude vs PostHog

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.
AmplitudeFirst choices, of fourteen modelsGoogle Analytics 4
Direct302 against Amplitude
Paraphrase502 against Google Analytics 4
Comparative801 against Google Analytics 4
Budget-constrained18
Scale-constrained00
Negative004 against Amplitude · 7 against Google Analytics 4
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, Amplitude and Google Analytics 4 were named in the same answer 126 times, of the 287 answers naming Amplitude and the 520 naming Google Analytics 4. In those answers Google Analytics 4 took the first choice forty times and Amplitude thirteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Amplitude 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
GPT-6 Luna
Muse Glimmer 30B
Amplitude Google Analytics 4 first choice named as an alternative argued againstblank: not namedEach cell is one answer, Amplitude on the left and Google Analytics 4 on the right.

The direct prompt

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

Amplitude first, Google Analytics 4 not the choice

3 of 14 modelsGoogle Analytics 4 was named in the answer but not as the choice, or not at all.
DeepSeek V4 FlashAmplitude alternatives: BlueConic, HockeyStack, Lerno, Mixpanel, Segment
GLM 4.7 FlashXAmplitude, HockeyStack alternatives: Chattermill, Qualtrics
MiniMax M2.5Amplitude alternatives: Heap, Mixpanel, Segment

Neither was the first choice, one was named

1 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Kimi K2ChurnZero alternatives: 6sense, Amplitude, Totango

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
Gemini 3.5 FlashChurnZero, Vitally alternatives: Dreamdata, HockeyStack, June, Mixpanel, Skalin, Velaris
Perplexity SonarSegment alternatives: Gainsight, Hightouch
Grok 4.1 FastSegment 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
GPT-6 LunaVitally alternatives: Mixpanel, RudderStack, Segment
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
Google Analytics 4 leads by four points.
Google Analytics 47%#4 of 9
Amplitude4%#5 of 9
The full small business standing →
Mid-marketThe figures above
The order flips: Amplitude leads at mid-market.
Amplitude18%#1 of 10
Google Analytics 416%#2 of 10
The full mid-market standing →
Enterprise
Amplitude leads by eight points.
Amplitude8%#4 of 12
Google Analytics 40%#– of 12
The full enterprise standing →

What the models said about Amplitude

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

“Verdict: Avoid if your team lacks data science resources or if you need quick, non-technical insights.” GLM 4.7 FlashX · negative prompt · hard negative
“Highest concern: Amplitude and Dialpad due to active, substantiated privacy litigation.” Kimi K2 · negative prompt · hard negative
“Amplitude is described as a digital analytics platform that connects product analytics, web analytics, session replay, experimentation, and customer data activation in one place” Muse Glimmer 30B · comparative prompt · first choice
“Amplitude is widely recognized as a top-tier behavioral analytics platform... Choose Amplitude if you want to understand how your users interact with your digital product” GLM 4.7 FlashX · paraphrase prompt · first choice
“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

What the models said about Google Analytics 4

No label in this category carried a quote.

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.