SaaS metrics and analytics · September 2026 Edition
ChartMogul vs ProfitWell Metrics
Seven of twelve models named ChartMogul first on the direct prompt; one named ProfitWell Metrics. Both were named by all twelve models and ChartMogul carries 54 labels and ProfitWell Metrics 38, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share45%17%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%18%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 11; printed, not drawn.
Labels5438A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ChartMogul reading right to left. Rank and label count are printed, not drawn.ChartMogul vs Looker Studio · 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.
ChartMogulFirst choices, of twelve modelsProfitWell Metrics
Direct711 against ProfitWell Metrics
Paraphrase1201 against ProfitWell Metrics
Comparative90
Budget-constrained06
Scale-constrained00
Negative015 against ChartMogul · 5 against ProfitWell Metrics
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 ChartMogul and ProfitWell Metrics stood in it.
ChartMogul first, ProfitWell Metrics not the choice
7 of 12 modelsProfitWell Metrics was named in the answer but not as the choice, or not at all.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
DeepSeek V4 FlashChartMogul alternatives: Baremetrics, Looker, Microsoft Power BI, ProfitWell / Paddle Retain, Sigma Computing
Qwen 3.7 FlashChartMogul alternatives: Catalyst, Paddle
Kimi K2ChartMogul alternatives: Baremetrics, Databox, Looker Studio
GLM 4.7 FlashXChartMogul, Databox alternatives: HockeyStack, Maxio
MiniMax M2.5Baremetrics, ChartMogul alternatives: Microsoft Power BI
ProfitWell Metrics first, ChartMogul not the choice
1 of 12 modelsChartMogul 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.Gemini 3.5 FlashSubscript alternatives: ChartMogul, Equals, Maxio
Mistral SmallMicrosoft Power BI, Tableau alternatives: Baremetrics, ChartMogul, Mixpanel
Neither was named
2 of 12 modelsThe answer made no first choice from these two in this category.Perplexity SonarFairview alternatives: Databox, Microsoft Power BI
Llama 4 Maverickno first choice
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
ChartMogul leads by eight points.
ChartMogul37%#1 of 10ProfitWell Metrics29%#2 of 10Mid-marketThe figures above
ChartMogul leads by twenty-nine points.
ChartMogul45%#1 of 11ProfitWell Metrics17%#2 of 11Enterprise
ChartMogul leads by twelve points.
ChartMogul19%#1 of 10ProfitWell Metrics7%#3 of 10What the models said about ChartMogul
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Pricing scales aggressively with MRR ... some report temporary outages, MRR inconsistencies, and "abysmal" support for edge cases” Grok 4.1 Fast · negative prompt · soft negative
“ChartMogul | No native dunning (requires third-party), can have definition discrepancies” MiniMax M2.5 · negative prompt · soft negative
“ChartMogul is often recommended, but be cautious about the setup complexity and cost” Mistral Small · negative prompt · soft negative
“For most mid-market companies transitioning away from spreadsheets, ChartMogul offers the best balance of price, flexibility, and reliability.” Qwen 3.7 Flash · direct prompt · first choice
“go with ChartMogul. If your finance team is drowning in manual Excel sheets ... invest the time and money into Subscript or Maxio.” Gemini 3.5 Flash · paraphrase prompt · first choice
“ChartMogul - ChartMogul automates calculating subscription metrics correctly... It's perfect for early-stage to mid-size SaaS companies” Claude Haiku 4.5 · paraphrase prompt · first choice
What 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
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.