ChartMogul vs Databox
Nine of fourteen models named ChartMogul first on the direct prompt; two named Databox. ChartMogul was named by fourteen of the fourteen models and Databox by twelve and ChartMogul carries 65 labels and Databox 28, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
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
ChartMogulFirst choices, of fourteen modelsDatabox
Across every category in the October 2026 Edition, ChartMogul and Databox were named in the same answer seventy-three times, of the 189 answers naming ChartMogul and the 99 naming Databox. In those answers Databox took the first choice three times and ChartMogul thirty-six.
Every model, every framing
| 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 Databox first choice named as an alternative argued againstblank: not namedEach cell is one answer, ChartMogul on the left and Databox on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.ChartMogul first, Databox an alternative
8 of 14 modelsDatabox was named in the answer but not as the choice, or not at all.Databox first, ChartMogul an alternative
1 of 14 modelsChartMogul was named in the answer but not as the choice, or not at all.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.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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
ChartMogul53%#1 of 12Databox2%#4 of 12ChartMogul49%#1 of 14Databox6%#4 of 14ChartMogul25%#1 of 11Databox0%#10 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 Databox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“the best all-round dashboard is Databox combined with a subscription-revenue backend like ChartMogul” GLM 4.7 FlashX · direct prompt · first choice
“the best SaaS metrics dashboard is likely Databox's free plan or Google Looker Studio” Grok 4.1 Fast · budget prompt · first choice
“ChartMogul and Databox are the top recommendations” Mistral Small · direct prompt · first choice
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.