SaaS metrics and analytics · October 2026 Edition
Looker Studio vs Amplitude
Zero of fourteen models named Looker Studio first on the direct prompt; one named Amplitude. Looker Studio was named by eleven of the fourteen models and Amplitude by thirteen and Looker Studio carries 16 labels and Amplitude 27, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%30%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#7A position in a field of 14; printed, not drawn.
Labels1627A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Looker Studio reading right to left. Rank and label count are printed, not drawn.ChartMogul was named alongside these two in eleven of the fourteen direct answers. ChartMogul vs Looker Studio · ChartMogul vs Amplitude · ProfitWell Metrics vs Looker Studio
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 saas metrics and analytics page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Looker StudioFirst choices, of fourteen modelsAmplitude
Direct01
Paraphrase00
Comparative02
Budget-constrained20
Scale-constrained001 against Looker Studio
Negative001 against Looker Studio · 8 against Amplitude
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 Looker Studio and Amplitude 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 4.1 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 | | |
Looker Studio Amplitude first choice named as an alternative argued againstblank: not namedEach cell is one answer, Looker Studio on the left and Amplitude on the right.The direct prompt
The plain question, one answer per model, grouped by where Looker Studio and Amplitude stood in it.
Amplitude first, Looker Studio not the choice
1 of 14 modelsLooker Studio was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Amplitude alternatives: Databox, HubSpot Operations Hub, Mixpanel
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashMaxio Metrics, Subscript alternatives: Amplitude, ChartMogul, Mixpanel, Mosaic
Perplexity SonarChartMogul alternatives: Amplitude, Databox, Maxio Metrics
Grok 4.1 FastChartMogul alternatives: Amplitude, Baremetrics, Databox, Looker Studio, Mixpanel
DeepSeek V4 FlashChartMogul alternatives: Amplitude, Baremetrics, Mixpanel, ProfitWell Metrics
GLM 4.7 FlashXDatabox alternatives: Amplitude, Baremetrics, ChartMogul, Gainsight
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniLooker alternatives: Domo, June, Mixpanel
Mistral SmallChartMogul, Databox alternatives: Tableau, Toolboks
Llama 4 Maverickno first choice
Qwen 3.7 FlashChartMogul alternatives: Baremetrics, Databox
Kimi K2ChartMogul alternatives: Baremetrics, Databox, Klipfolio, Paddle Retain
MiniMax M2.5ChartMogul alternatives: Baremetrics, Databox, Maxio Metrics, Microsoft Power BI, ProfitWell Metrics, Tableau
GPT-6 LunaChartMogul alternatives: Maxio Metrics
Muse Glimmer 30BChartMogul alternatives: Baremetrics, Paddle, ProfitWell Metrics
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
Looker Studio leads by two points.
Looker Studio2%#5 of 12Amplitude0%#10 of 12Mid-marketThe figures above
Looker Studio leads by two points.
Looker Studio4%#5 of 14Amplitude2%#7 of 14Enterprise
Level: the same share of first choices.
Looker Studio0%#– of 11Amplitude0%#8 of 11What the models said about Looker Studio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Bottom line: Avoid for everyday SaaS metrics. Use them only for ad-hoc exploration, not for board reporting.” DeepSeek V4 Flash · negative prompt · hard negative
“If you have \$0 budget, this is your best option.” Qwen 3.7 Flash · budget prompt · first choice
“Best truly free, unlimited option” Grok 4.1 Fast · budget prompt · first choice
“Pull those numbers into Looker Studio ... and layer on GA4 traffic, signups, and other sources.” GLM 4.7 FlashX · budget prompt · alternative
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 eight in this category shown.
“Amplitude is terrible at calculating Net Revenue Retention (NRR), churn reasons, LTV:CAC ratios, or forecasting cash flow accurately” Llama 4 Maverick · negative prompt · hard negative
“it's not recommended for CFO-level financial reporting or accurate calculation of key SaaS metrics” Mistral Small · negative prompt · hard negative
“Avoid using these as your primary SaaS revenue metrics tool.” DeepSeek V4 Flash · negative prompt · hard negative
“Amplitude is best for mid-market to enterprise SaaS with dedicated data teams... very strong for B2B SaaS companies, and its cohort analysis is the best.” Claude Haiku 4.5 · direct prompt · first choice
“If you want to know what users do in the app: start with Amplitude or Mixpanel.” GPT-5.4 mini · comparative prompt · first choice
“Need deep product behavior insights with AI? → Amplitude” Kimi K2 · comparative prompt · first choice
Also compared
ChartMogul vs Looker StudioChartMogul vs AmplitudeProfitWell Metrics vs Looker StudioProfitWell Metrics vs AmplitudeMaxio Metrics vs Looker StudioMaxio Metrics vs AmplitudeDatabox vs Looker StudioDatabox vs AmplitudeLooker Studio vs BaremetricsLooker Studio vs LookerBaremetrics vs AmplitudeAmplitude vs LookerAll twenty-eight head-to-head pages and the full saas metrics 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.