SaaS metrics and analytics · October 2026 Edition
ChartMogul vs Looker Studio
Nine of fourteen models named ChartMogul first on the direct prompt; zero named Looker Studio. ChartMogul was named by fourteen of the fourteen models and Looker Studio by eleven and ChartMogul carries 65 labels and Looker Studio 16, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
First-choice share49%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 14; printed, not drawn.
Labels6516A 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 Maxio Metrics · ChartMogul vs Databox
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 modelsLooker Studio
Direct90
Paraphrase90
Comparative80
Budget-constrained52
Scale-constrained101 against Looker Studio
Negative208 against ChartMogul · 1 against Looker Studio
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where ChartMogul and Looker Studio 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 | | | | | | |
| GPT-6 Luna | | | | | | |
| Muse Glimmer 30B | | | | |
ChartMogul Looker Studio first choice named as an alternative argued againstblank: not namedEach cell is one answer, ChartMogul on the left and Looker Studio on the right.The direct prompt
The plain question, one answer per model, grouped by where ChartMogul and Looker Studio stood in it.
ChartMogul first, Looker Studio an alternative
9 of 14 modelsLooker Studio 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
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashMaxio Metrics, Subscript alternatives: Amplitude, ChartMogul, Mixpanel, Mosaic
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-one points.
ChartMogul53%#1 of 12Looker Studio2%#5 of 12Mid-marketThe figures above
ChartMogul leads by forty-five points.
ChartMogul49%#1 of 14Looker Studio4%#5 of 14Enterprise
ChartMogul leads by twenty-five points.
ChartMogul25%#1 of 11Looker Studio0%#– of 11What 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 Looker Studio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Bottom line: Avoid for everyday SaaS metrics. Use them only for ad-hoc exploration, not for board reporting.” DeepSeek V4 Flash · negative prompt · hard negative
“If you have \$0 budget, this is your best option.” Qwen 3.7 Flash · budget prompt · first choice
“Best truly free, unlimited option” Grok 4.1 Fast · budget prompt · first choice
“Pull those numbers into Looker Studio ... and layer on GA4 traffic, signups, and other sources.” GLM 4.7 FlashX · budget prompt · alternative
Also compared
ChartMogul vs ProfitWell MetricsChartMogul vs Maxio MetricsChartMogul vs DataboxChartMogul vs BaremetricsChartMogul vs AmplitudeChartMogul vs LookerProfitWell Metrics vs Looker StudioMaxio Metrics vs Looker StudioDatabox vs Looker StudioLooker Studio vs BaremetricsLooker Studio vs AmplitudeLooker Studio vs LookerAll twenty-eight 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.