GTM AI Index
Index GTM data and infrastructure Product analytics › LogRocket vs Google Analytics 4
Product analytics · September 2026 Edition

LogRocket vs Google Analytics 4

Zero of twelve models named LogRocket first on the direct prompt; zero named Google Analytics 4. LogRocket was named by seven of the twelve models and Google Analytics 4 by twelve and LogRocket carries 10 labels and Google Analytics 4 23, so the shares are not directly comparable.

LogRocket

accepted challenger

Named in one category this edition.

Google Analytics 4

criticized challenger

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

First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%61%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 8; printed, not drawn.
Labels1023A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, LogRocket 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 LogRocket · Amplitude vs Google Analytics 4 · Mixpanel vs LogRocket

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.
LogRocketFirst choices, of twelve modelsGoogle Analytics 4
Direct00
Paraphrase00
Comparative003 against Google Analytics 4
Budget-constrained113 against Google Analytics 4
Scale-constrained00
Negative001 against LogRocket · 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.

Every model, every framing

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

The direct prompt

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

Neither was named

12 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Mixpanel alternatives: Amplitude, Heap, June, Pendo
GPT-5.4 miniAmplitude alternatives: Heap, Mixpanel, PostHog
Gemini 3.5 FlashMixpanel alternatives: Amplitude, Pendo, PostHog
Perplexity SonarMixpanel alternatives: Amplitude, Heap, Pendo, PostHog
Grok 4.1 FastMixpanel alternatives: Amplitude, Pendo, PostHog
Mistral SmallAmplitude Analytics alternatives: Mixpanel, Pendo, 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
GLM 4.7 FlashXMixpanel alternatives: Amplitude, Heap, Pendo, PostHog
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
Google Analytics 4 leads by four points.
Google Analytics 44%#5 of 8
LogRocket0%#– of 8
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
LogRocket2%#5 of 8
Google Analytics 42%#6 of 8
The full mid-market standing →
Enterprise
Level: the same share of first choices.
LogRocket0%#– of 9
Google Analytics 40%#9 of 9
The full enterprise standing →

What the models said about LogRocket

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

“Session replay tools broadly (FullStory, Hotjar, LogRocket, Smartlook, etc.) - Inherent privacy danger” DeepSeek V4 Flash · negative prompt · soft negative
“such as PostHog, Countly, or LogRocket” Llama 4 Maverick · budget prompt · first choice
“Best for: Developer-focused analytics and debugging” Kimi K2 · comparative prompt · alternative

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.