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SaaS metrics and analytics · October 2026 Edition

ChartMogul vs Maxio Metrics

Nine of fourteen models named ChartMogul first on the direct prompt; one named Maxio Metrics. ChartMogul was named by fourteen of the fourteen models and Maxio Metrics by twelve and ChartMogul carries 65 labels and Maxio Metrics 25, so the shares are not directly comparable.

ChartMogul

endorsed leader

Named in two categories this edition.

Maxio Metrics

accepted challenger

Named in one category this edition.

First-choice share49%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 14; printed, not drawn.
Labels6525A 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.Databox was named alongside these two in eight of the fourteen direct answers. ChartMogul vs ProfitWell Metrics · ChartMogul vs Databox · ChartMogul 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.
ChartMogulFirst choices, of fourteen modelsMaxio Metrics
Direct91
Paraphrase93
Comparative80
Budget-constrained50
Scale-constrained10
Negative208 against ChartMogul · 2 against Maxio Metrics
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.

Across every category in the October 2026 Edition, ChartMogul and Maxio Metrics were named in the same answer fifty-nine times, of the 189 answers naming ChartMogul and the 63 naming Maxio Metrics. In those answers Maxio Metrics took the first choice nine times and ChartMogul thirty-one.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where ChartMogul and Maxio Metrics 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
GPT-6 Luna
Muse Glimmer 30B
ChartMogul Maxio Metrics first choice named as an alternative argued againstblank: not namedEach cell is one answer, ChartMogul on the left and Maxio Metrics on the right.

The direct prompt

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

ChartMogul first, Maxio Metrics an alternative

9 of 14 modelsMaxio Metrics was named in the answer but not as the choice, or not at all.
Perplexity SonarChartMogul alternatives: Amplitude, Databox, Maxio Metrics
Grok 4.1 FastChartMogul alternatives: Amplitude, Baremetrics, Databox, Looker Studio, Mixpanel
Mistral SmallChartMogul, Databox alternatives: Tableau, Toolboks
DeepSeek V4 FlashChartMogul alternatives: Amplitude, Baremetrics, Mixpanel, ProfitWell Metrics
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

Maxio Metrics first, ChartMogul an alternative

1 of 14 modelsChartMogul was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashMaxio Metrics, Subscript alternatives: Amplitude, ChartMogul, Mixpanel, Mosaic

Neither was the first choice, one was named

1 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GLM 4.7 FlashXDatabox alternatives: Amplitude, Baremetrics, ChartMogul, Gainsight

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Amplitude alternatives: Databox, HubSpot Operations Hub, Mixpanel
GPT-5.4 miniLooker alternatives: Domo, June, Mixpanel
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 fifty-three points.
ChartMogul53%#1 of 12
Maxio Metrics0%#– of 12
The full small business standing →
Mid-marketThe figures above
ChartMogul leads by forty-one points.
ChartMogul49%#1 of 14
Maxio Metrics8%#3 of 14
The full mid-market standing →
Enterprise
ChartMogul leads by seventeen points.
ChartMogul25%#1 of 11
Maxio Metrics8%#2 of 11
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.

“Avoid Baremetrics, basic ChartMogul, basic ProfitWell, and Tableau” GLM 4.7 FlashX · negative prompt · hard negative
“criticize it for assuming simple sales processes, leading to poor fits for complex revenue recognition or cohorts” Grok 4.1 Fast · negative prompt · soft negative
“Metric discrepancies - Users frequently report that ChartMogul's numbers don't always match their billing system” Kimi K2 · negative prompt · soft negative
“I'd recommend either ChartMogul for focused revenue metrics or Mixpanel/HubSpot if you want to connect product behavior to ARR” Claude Haiku 4.5 · paraphrase prompt · first choice
“has been the gold standard for SaaS metrics since 2014 and is the most powerful option for companies with complex billing needs” Claude Haiku 4.5 · comparative prompt · first choice
“ChartMogul and Databox are the top recommendations due to their ease of use, strong feature sets, and affordability.” Mistral Small · direct prompt · first choice

What the models said about Maxio Metrics

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.

“implementing them too early can choke a startup... Avoid complex enterprise financial suites until you are scaling past $5M–$10M ARR” Gemini 3.5 Flash · negative prompt · soft negative
“That broader scope may be unnecessary if all you need is basic recurring-revenue reporting” GPT-6 Luna · negative prompt · soft negative
“Maxio is the strongest standalone recommendation” Qwen 3.7 Flash · paraphrase prompt · first choice
“Maxio is the heavy-hitter for mid-market SaaS.” Gemini 3.5 Flash · direct prompt · first choice
“Recommended: Maxio (Chargify + SaaSOptics)” DeepSeek V4 Flash · paraphrase 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.