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Product analytics · September 2026 Edition

Amplitude vs Google Analytics 4

Five of twelve models named Amplitude first on the direct prompt; zero named Google Analytics 4. Both were named by all twelve models and Amplitude carries 62 labels and Google Analytics 4 23, 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 Search, United States, founded 1997. Named in fourteen categories this edition.

First-choice share30%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate21%61%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#6A position in a field of 8; printed, not drawn.
Labels6223A 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.Pendo was named alongside these two in ten of the twelve direct answers. Amplitude vs Mixpanel · Amplitude vs PostHog · Amplitude vs Pendo

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.
AmplitudeFirst choices, of twelve modelsGoogle Analytics 4
Direct50
Paraphrase40
Comparative703 against Google Analytics 4
Budget-constrained113 against Amplitude · 3 against Google Analytics 4
Scale-constrained40
Negative0010 against Amplitude · 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, Amplitude and Google Analytics 4 were named in the same answer 102 times, of the 323 answers naming Amplitude and the 274 naming Google Analytics 4. In those answers Google Analytics 4 took the first choice nine times and Amplitude fourteen.

Every model, every framing

The seventy-two 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
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

5 of 12 modelsGoogle Analytics 4 was named in the answer but not as the choice, or not at all.
GPT-5.4 miniAmplitude alternatives: Heap, Mixpanel, PostHog
DeepSeek V4 FlashAmplitude alternatives: Mixpanel, Pendo, PostHog
Llama 4 MaverickAmplitude
Qwen 3.7 FlashAmplitude, Pendo alternatives: Heap, Mixpanel
Kimi K2Amplitude alternatives: Heap, Mixpanel, Pendo, PostHog

Neither was the first choice, one was named

6 of 12 modelsThe answer put something else first and named one of the two as an alternative.
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
MiniMax M2.5Pendo alternatives: Amplitude, Heap

Neither was named

1 of 12 modelsThe answer made no first choice from these two in this category.
Mistral SmallAmplitude Analytics alternatives: Mixpanel, Pendo, PostHog

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
Amplitude leads by four points.
Amplitude8%#3 of 8
Google Analytics 44%#5 of 8
The full small business standing →
Mid-marketThe figures above
Amplitude leads by twenty-eight points.
Amplitude30%#1 of 8
Google Analytics 42%#6 of 8
The full mid-market standing →
Enterprise
Amplitude leads by forty-nine points.
Amplitude49%#1 of 9
Google Analytics 40%#9 of 9
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. Six of six in this category shown.

“Consistently rated as the most expensive option at scale... A poor fit for cost-sensitive teams” Kimi K2 · negative prompt · hard negative
“Steep learning curve with reliance on technical expertise... Pricing is opaque in ways that create unpleasant surprises at scale” Claude Haiku 4.5 · negative prompt · soft negative
“Moderate Caution ... Teams prioritizing analytical depth → Amplitude (accept cloud-only, invest in taxonomy planning)” Qwen 3.7 Flash · negative prompt · soft negative
“Choose Amplitude if: You have a mature data culture, need the absolute deepest behavioral cohorting and predictive analytics available, and want built-in experimentation.” Gemini 3.5 Flash · scale prompt · first choice
“Some of the top product analytics tools include Amplitude, which is best for mid-size to enterprise teams focused on growth and optimization.” Llama 4 Maverick · direct prompt · first choice
“It is arguably the most robust tool for deep-dive analysis... Choose Amplitude if you have a complex product, big data volumes” Qwen 3.7 Flash · comparative 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.