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Customer intelligence and data science · September 2026 Edition

Google Analytics 4 vs Amplitude

Zero of twelve models named Google Analytics 4 first on the direct prompt; zero named Amplitude. Both were named by all twelve models and Google Analytics 4 carries 31 labels and Amplitude 38, so the shares are not directly comparable.

Google Analytics 4

criticized challenger

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

Amplitude

accepted challenger

United States. Named in nine categories this edition.

First-choice share16%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate29%16%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 14; printed, not drawn.
Labels3138A 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.Google Analytics 4 vs Segment · Segment vs Amplitude

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 customer intelligence and data science page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
Google Analytics 4First choices, of twelve modelsAmplitude
Direct001 against Amplitude
Paraphrase031 against Google Analytics 4
Comparative042 against Google Analytics 4
Budget-constrained802 against Amplitude
Scale-constrained00
Negative006 against Google Analytics 4 · 3 against Amplitude
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.

The direct prompt

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

Neither was the first choice, one was named

2 of 12 modelsThe answer put something else first and named one of the two as an alternative.
Qwen 3.7 FlashGong, HubSpot, Mixpanel alternatives: Amplitude, Clari Copilot, Gainsight, Hightouch, PostHog, Segment, Totango
Kimi K2HubSpot Operations Hub + Breeze AI alternatives: 6sense, Amplitude, Avoma, Clari Copilot, Mixpanel

Neither was named

10 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Gainsight alternatives: Crunchbase, Demandbase
GPT-5.4 miniMicrosoft Dynamics 365 Customer Insights alternatives: 6sense, Adobe Real-Time CDP, Salesforce CRM Analytics
Gemini 3.5 FlashChurnZero alternatives: 6sense, Hightouch, HockeyStack, HubSpot Breeze Intelligence, Mixpanel, Oliv, PostHog, Vitally
Perplexity SonarSegment alternatives: ChurnZero, Contentsquare, Hightouch, Outreach, Tealium
Grok 4.1 FastSegment alternatives: Hightouch, ZoomInfo
Mistral SmallHightouch, Segment alternatives: Planhat, Tealium
DeepSeek V4 FlashVitally alternatives: Apollo.io, Planhat, Salesmotion
Llama 4 Maverickno first choice
GLM 4.7 FlashXBuildBetter, Segment alternatives: Enterpret, HubSpot Marketing Hub, Salesforce Data Cloud
MiniMax M2.5HyperOrbit, Planhat alternatives: Chattermill, Thematic, Unwrap

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 twelve points.
Google Analytics 419%#1 of 10
Amplitude6%#5 of 10
The full small business standing →
Mid-marketThe figures above
Google Analytics 4 leads by ten points.
Google Analytics 416%#1 of 14
Amplitude6%#3 of 14
The full mid-market standing →
Enterprise
The order flips: Amplitude leads at enterprise.
Amplitude7%#2 of 14
Google Analytics 40%#– of 14
The full enterprise standing →

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. Three of three in this category shown.

“Multiple EU countries (France, Austria) have ruled it violates GDPR due to US data transfers” Kimi K2 · negative prompt · hard negative
“Best overall free option: Google Analytics 4 (GA4)... for a pure web-marketing use case, GA4 + Microsoft Clarity gives you the most bang for zero dollars.” DeepSeek V4 Flash · budget prompt · first choice
“For most small businesses, a combination of Google Analytics 4 (free) + HubSpot CRM (free) + Hotjar ($49/month) provides 80% of the value” Mistral Small · budget prompt · first choice

What the models said about Amplitude

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

“Who should avoid them: Startups without dedicated developers to write tracking code” Gemini 3.5 Flash · negative prompt · hard negative
“I'd usually recommend Amplitude if your main goal is to understand and improve the digital customer journey” GPT-5.4 mini · paraphrase prompt · first choice
Also compared
Google Analytics 4 vs SegmentSegment vs AmplitudeThe full customer intel standing

Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.