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.
Named in two categories this edition.
Named in four 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.
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.
| 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 |
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.
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
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
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.