One of fourteen models named Maxio Metrics first on the direct prompt; two named Databox. Maxio Metrics was named by twelve of the fourteen models and Databox by twelve and Maxio Metrics carries 25 labels and Databox 28, so the shares are not directly comparable.
Named in one category 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.
| 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 |
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. 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
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.