Customer intelligence and data science · November 2026 Edition
Google Analytics 4 vs Gainsight CS
Zero of fourteen models named Google Analytics 4 first on the direct prompt; two named Gainsight CS. Google Analytics 4 was named by thirteen of the fourteen models and Gainsight CS by twelve and Google Analytics 4 carries 32 labels and Gainsight CS 19, so the shares are not directly comparable.
By Google, Mountain View, California, United States, founded 1998. Named in seventeen categories this edition.
Named in three categories this edition.
First-choice share10%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate28%21%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#8A position in a field of 16; printed, not drawn.
Labels3219A 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.Mixpanel vs Google Analytics 4 · Mixpanel vs Gainsight CS · Amplitude vs Google Analytics 4
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 modelsGainsight CS
Direct022 against Gainsight CS
Paraphrase001 against Google Analytics 4
Comparative10
Budget-constrained60
Scale-constrained00
Negative008 against Google Analytics 4 · 2 against Gainsight CS
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Google Analytics 4 and Gainsight CS stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 Gainsight CS first choice named as an alternative argued againstblank: not namedEach cell is one answer, Google Analytics 4 on the left and Gainsight CS on the right.The direct prompt
The plain question, one answer per model, grouped by where Google Analytics 4 and Gainsight CS stood in it.
Gainsight CS first, Google Analytics 4 not the choice
2 of 14 modelsGoogle Analytics 4 was named in the answer but not as the choice, or not at all.Perplexity SonarGainsight CS alternatives: Amplitude, HubSpot CRM, Salesforce Customer 360, Vitally
Mistral SmallGainsight CS, Totango alternatives: HubSpot Marketing Analytics, Salesforce CRM Analytics, Velaris
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.DeepSeek V4 FlashAmplitude alternatives: Gainsight CS, HockeyStack, Mixpanel, Pendo, Vitally
Qwen 3.7 FlashTotango alternatives: Gainsight CS, Mitzu, Pendo, Salesforce CRM Analytics, Tableau, Velaris
GPT-6 LunaVitally alternatives: ChurnZero, Gainsight CS
Muse Glimmer 30BAmplemarket, HubSpot Service Hub alternatives: Apollo.io, Gainsight CS, HockeyStack, Segment, Totango
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5HubSpot CRM alternatives: BlueConic, Salesforce Data Cloud, Segment, ZoomInfo
GPT-5.4 miniSegment alternatives: Amplitude, Winxtra
Gemini 3.5 FlashAmplitude, Mixpanel alternatives: 6sense, BigQuery, Census, ChurnZero, Gong, Hightouch, Snowflake
Grok 4.20HubSpot CRM alternatives: Amplitude, Gong, Mixpanel
Llama 4 Maverickno first choice
Kimi K2ChurnZero, Segment alternatives: Amplitude, HockeyStack, HubSpot Marketing Hub, Mixpanel, Vitally
GLM 4.7 FlashXSegment alternatives: Common Room, HockeyStack, HubSpot Marketing Hub
MiniMax M2.5HubSpot Breeze Intelligence alternatives: Apollo.io, G2 Buyer Intent, HubSpot CRM, Tableau, ZoomInfo
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 thirteen points.
Google Analytics 413%#4 of 13Gainsight CS0%#12 of 13Mid-marketThe figures above
Google Analytics 4 leads by seven points.
Google Analytics 410%#3 of 16Gainsight CS3%#8 of 16Enterprise
The order flips: Gainsight CS leads at enterprise.
Gainsight CS4%#5 of 15Google Analytics 40%#– of 15What the models said about Google Analytics 4
No label in this category carried a quote.
What the models said about Gainsight CS
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 or be cautious about Mixpanel, Amplitude, Segment, Adobe Analytics, Google Analytics 4, and Gainsight” Mistral Small · negative prompt · hard negative
“Best overall for mid-market B2B: Gainsight or Totango” Mistral Small · direct prompt · first choice
“Gainsight CS is the strongest overall choice” Perplexity Sonar · direct prompt · first choice
“Best fit for customer success teams that need account-level analytics feeding automated health and lifecycle playbooks” Muse Glimmer 30B · comparative prompt · alternative
Also compared
Mixpanel vs Google Analytics 4Mixpanel vs Gainsight CSAmplitude vs Google Analytics 4Amplitude vs Gainsight CSGoogle Analytics 4 vs HubSpot Marketing HubGoogle Analytics 4 vs SegmentGoogle Analytics 4 vs HubSpot CRMGoogle Analytics 4 vs PostHogHubSpot Marketing Hub vs Gainsight CSSegment vs Gainsight CSHubSpot CRM vs Gainsight CSPostHog vs Gainsight CSAll twenty-eight head-to-head pages and the full customer intel standing
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.