ChartMogul vs Databox
Seven of twelve models named ChartMogul first on the direct prompt; one named Databox. ChartMogul was named by twelve of the twelve models and Databox by ten and ChartMogul carries 54 labels and Databox 23, 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 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
ChartMogulFirst choices, of twelve modelsDatabox
Across every category in the September 2026 Edition, ChartMogul and Databox were named in the same answer sixty-five times, of the 163 answers naming ChartMogul and the 96 naming Databox. In those answers Databox took the first choice seven times and ChartMogul twenty-four.
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 | | | | | |
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 12 modelsThe answer named them together, and the judge labeled each a first choice.ChartMogul first, Databox an alternative
6 of 12 modelsDatabox was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 12 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
ChartMogul37%#1 of 10Databox14%#3 of 10ChartMogul45%#1 of 11Databox10%#4 of 11ChartMogul19%#1 of 10Databox2%#6 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 Databox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five 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
“The best SaaS metrics dashboard for a company with a limited budget is Databox, which offers a free plan and paid plans starting from $64/month.” Llama 4 Maverick · budget prompt · first choice
“the optimal solution is a combination of Databox (as your command center) and ChartMogul (as your revenue engine)” GLM 4.7 FlashX · direct prompt · first choice
“The Best All-In-One Dashboard: Databox ... Databox is the industry leader for free plans.” GLM 4.7 FlashX · budget 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.