SaaS metrics and analytics · September 2026 Edition
Looker Studio vs Baremetrics
Zero of twelve models named Looker Studio first on the direct prompt; one named Baremetrics. Looker Studio was named by eleven of the twelve models and Baremetrics by twelve and Looker Studio carries 15 labels and Baremetrics 41, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
First-choice share14%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate13%22%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 11; printed, not drawn.
Labels1541A 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 nine of the twelve direct answers. ChartMogul vs Looker Studio · ChartMogul vs Baremetrics · ProfitWell Metrics vs Looker Studio
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 saas metrics and 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.
Looker StudioFirst choices, of twelve modelsBaremetrics
Direct011 against Looker Studio · 1 against Baremetrics
Paraphrase00
Comparative03
Budget-constrained60
Scale-constrained001 against Baremetrics
Negative001 against Looker Studio · 7 against Baremetrics
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 Looker Studio and Baremetrics 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 | | | | | |
Looker Studio Baremetrics first choice named as an alternative argued againstblank: not namedEach cell is one answer, Looker Studio on the left and Baremetrics on the right.The direct prompt
The plain question, one answer per model, grouped by where Looker Studio and Baremetrics stood in it.
Baremetrics first, Looker Studio not the choice
1 of 12 modelsLooker Studio was named in the answer but not as the choice, or not at all.MiniMax M2.5Baremetrics, ChartMogul alternatives: Microsoft Power BI
Neither was the first choice, one was named
5 of 12 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5ChartMogul alternatives: Amplitude, Baremetrics, HubSpot Operations Hub, Looker
Grok 4.1 FastChartMogul alternatives: Baremetrics, Looker Studio, Maxio, Paddle Retain, Stripe Sigma, Tableau/Power BI
Mistral SmallMicrosoft Power BI, Tableau alternatives: Baremetrics, ChartMogul, Mixpanel
DeepSeek V4 FlashChartMogul alternatives: Baremetrics, Looker, Microsoft Power BI, ProfitWell / Paddle Retain, Sigma Computing
Kimi K2ChartMogul alternatives: Baremetrics, Databox, Looker Studio
Neither was named
6 of 12 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniProfitWell Metrics alternatives: Amplitude, Looker, Microsoft Power BI, Mixpanel, Tableau
Gemini 3.5 FlashSubscript alternatives: ChartMogul, Equals, Maxio
Perplexity SonarFairview alternatives: Databox, Microsoft Power BI
Llama 4 Maverickno first choice
Qwen 3.7 FlashChartMogul alternatives: Catalyst, Paddle
GLM 4.7 FlashXChartMogul, Databox alternatives: HockeyStack, Maxio
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
Level: the same share of first choices.
Looker Studio8%#5 of 10Baremetrics8%#4 of 10Mid-marketThe figures above
Looker Studio leads by twelve points.
Looker Studio14%#3 of 11Baremetrics2%#5 of 11Enterprise
Looker Studio is not named for this buyer.
Baremetrics2%#8 of 10Looker Studio—not namedWhat the models said about Looker Studio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid trying to build subscription metrics in generic Business Intelligence (BI) dashboards like Looker Studio, Tableau, or Databox” Gemini 3.5 Flash · negative prompt · hard negative
“High Maintenance. If you migrate Stripe accounts or restructure your database, your dashboard breaks.” Qwen 3.7 Flash · direct prompt · soft negative
“Start with ProfitWell (free) for revenue metrics + Looker Studio (free) for your dashboard. That's a $0 cost solution.” DeepSeek V4 Flash · budget prompt · first choice
“the best SaaS metrics dashboard is Google Looker Studio (formerly Google Data Studio)—it's completely free with no usage limits” Grok 4.1 Fast · budget prompt · first choice
“the best practical choice is usually Looker Studio if you want a fully free, customizable dashboard” Perplexity Sonar · budget prompt · first choice
What the models said about Baremetrics
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Be cautious if: You're sensitive to cost (starts ~$129/mo...) Complaints include poor customer service ... data inconsistencies” Grok 4.1 Fast · negative prompt · soft negative
“you have likely outgrown early-stage, plug-and-play tools (like Baremetrics or ProfitWell)” Gemini 3.5 Flash · direct prompt · soft negative
“avoid paying for Baremetrics or ChartMogul unless you need their extra features” Mistral Small · negative prompt · soft negative
“I just want to know my MRR and Churn. | Baremetrics | Set up in 15 minutes; looks beautiful; simple.” Qwen 3.7 Flash · comparative prompt · first choice
“I would suggest starting with ChartMogul or Baremetrics if you want a purpose-built solution” MiniMax M2.5 · direct prompt · first choice
“If you want the best pure SaaS revenue dashboard: ChartMogul or Baremetrics.” GPT-5.4 mini · comparative prompt · first choice
Also compared
ChartMogul vs Looker StudioChartMogul vs BaremetricsProfitWell Metrics vs Looker StudioProfitWell Metrics vs BaremetricsLooker Studio vs DataboxLooker Studio vs Microsoft Power BILooker Studio vs TableauDatabox vs BaremetricsBaremetrics vs Microsoft Power BIBaremetrics vs TableauAll twenty-one 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.