SaaS metrics and analytics · September 2026 Edition
ProfitWell Metrics vs Looker Studio
One of twelve models named ProfitWell Metrics first on the direct prompt; zero named Looker Studio. ProfitWell Metrics was named by twelve of the twelve models and Looker Studio by eleven and ProfitWell Metrics carries 38 labels and Looker Studio 15, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
First-choice share17%14%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate18%13%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 11; printed, not drawn.
Labels3815A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ProfitWell Metrics 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 ProfitWell Metrics · ChartMogul 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.
ProfitWell MetricsFirst choices, of twelve modelsLooker Studio
Direct101 against ProfitWell Metrics · 1 against Looker Studio
Paraphrase001 against ProfitWell Metrics
Comparative00
Budget-constrained66
Scale-constrained00
Negative105 against ProfitWell Metrics · 1 against Looker Studio
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 ProfitWell Metrics and Looker Studio stood in it.
ProfitWell Metrics 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.GPT-5.4 miniProfitWell Metrics alternatives: Amplitude, Looker, Microsoft Power BI, Mixpanel, Tableau
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.Grok 4.1 FastChartMogul alternatives: Baremetrics, Looker Studio, Maxio, Paddle Retain, Stripe Sigma, Tableau/Power BI
Kimi K2ChartMogul alternatives: Baremetrics, Databox, Looker Studio
Neither was named
9 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5ChartMogul alternatives: Amplitude, Baremetrics, HubSpot Operations Hub, Looker
Gemini 3.5 FlashSubscript alternatives: ChartMogul, Equals, Maxio
Perplexity SonarFairview alternatives: Databox, Microsoft 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
Llama 4 Maverickno first choice
Qwen 3.7 FlashChartMogul alternatives: Catalyst, Paddle
GLM 4.7 FlashXChartMogul, Databox alternatives: HockeyStack, Maxio
MiniMax M2.5Baremetrics, ChartMogul alternatives: Microsoft Power BI
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
ProfitWell Metrics leads by twenty points.
ProfitWell Metrics29%#2 of 10Looker Studio8%#5 of 10Mid-marketThe figures above
ProfitWell Metrics leads by two points.
ProfitWell Metrics17%#2 of 11Looker Studio14%#3 of 11Enterprise
Looker Studio is not named for this buyer.
ProfitWell Metrics7%#3 of 10Looker Studio—not namedWhat the models said about ProfitWell Metrics
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“If you're not on Paddle's payment platform, don't use ProfitWell metrics. You're building on a deprecated roadmap.” DeepSeek V4 Flash · negative prompt · hard negative
“It is not built to handle manual, sales-assisted enterprise contracts managed in a CRM. ... ProfitWell is not the right fit.” Gemini 3.5 Flash · paraphrase 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
“Choose ProfitWell if you want the absolute best, most accurate, completely free revenue/billing metrics dashboard with zero setup time.” Gemini 3.5 Flash · budget prompt · first choice
“For most startups on a tight budget, ProfittWell + Looker Studio (both free) gives you 90% of what you need.” DeepSeek V4 Flash · budget prompt · first choice
“Start with ProfitWell if you're under $50K MRR. It's completely free with no usage caps” Kimi K2 · budget prompt · first choice
What 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
Also compared
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.