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SaaS metrics and analytics · September 2026 Edition

ChartMogul vs Tableau

Seven of twelve models named ChartMogul first on the direct prompt; one named Tableau. ChartMogul was named by twelve of the twelve models and Tableau by six and ChartMogul carries 54 labels and Tableau 11, so the shares are not directly comparable.

ChartMogul

endorsed leader

Named in two categories this edition.

Tableau

accepted challenger

Named in four categories this edition.

First-choice share45%2%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#7A position in a field of 11; printed, not drawn.
Labels5411A 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 ProfitWell Metrics · ChartMogul vs Looker Studio · ChartMogul vs Databox

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 modelsTableau
Direct71
Paraphrase120
Comparative90
Budget-constrained00
Scale-constrained00
Negative005 against ChartMogul · 2 against Tableau
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.

Across every category in the September 2026 Edition, ChartMogul and Tableau were named in the same answer thirty-seven times, of the 163 answers naming ChartMogul and the 119 naming Tableau. In those answers Tableau took the first choice two times and ChartMogul fourteen.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where ChartMogul and Tableau stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
ChartMogul Tableau first choice named as an alternative argued againstblank: not namedEach cell is one answer, ChartMogul on the left and Tableau on the right.

The direct prompt

The plain question, one answer per model, grouped by where ChartMogul and Tableau stood in it.

ChartMogul first, Tableau not the choice

7 of 12 modelsTableau 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

Tableau first, ChartMogul an alternative

1 of 12 modelsChartMogul was named in the answer but not as the choice, or not at all.
Mistral SmallMicrosoft Power BI, Tableau alternatives: Baremetrics, ChartMogul, Mixpanel

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.
GPT-5.4 miniProfitWell Metrics alternatives: Amplitude, Looker, Microsoft Power BI, Mixpanel, Tableau
Gemini 3.5 FlashSubscript alternatives: ChartMogul, Equals, Maxio

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 thirty-seven points.
ChartMogul37%#1 of 10
Tableau0%#– of 10
The full small business standing →
Mid-marketThe figures above
ChartMogul leads by forty-three points.
ChartMogul45%#1 of 11
Tableau2%#7 of 11
The full mid-market standing →
Enterprise
ChartMogul leads by sixteen points.
ChartMogul19%#1 of 10
Tableau2%#7 of 10
The full enterprise standing →

What 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 Tableau

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two 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
“custom-built solution using Power BI or Tableau on top of a modern data warehouse” Mistral Small · direct prompt · first choice
Also compared

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.