Thirteen of fourteen models named Microsoft Power BI first on the direct prompt; zero named Zoho Analytics. Microsoft Power BI was named by fourteen of the fourteen models and Zoho Analytics by twelve and Microsoft Power BI carries 76 labels and Zoho Analytics 19, so the shares are not directly comparable.
By Microsoft, Vancouver, Canada, founded 1975. Named in four 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 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 dashboards and data visualization page.
Across every category in the November 2026 Edition, Microsoft Power BI and Zoho Analytics were named in the same answer seventy-four times, of the 281 answers naming Microsoft Power BI and the 95 naming Zoho Analytics. In those answers Zoho Analytics took the first choice nine times and Microsoft Power BI thirty-two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Six of eight in this category shown.
“Extremely popular and cost-effective, but watch for specialist needs (like building complex models), reconciliation errors, and AI that doesn't always meet hype.” Grok 4.20 · negative prompt · soft negative
“Power BI deeply locks you into Microsoft and can struggle with performance and governance when querying massive, complex datasets” Claude Haiku 4.5 · negative prompt · soft negative
“Power BI, for example, has meaningful differences between Free, Pro, and PPU, and sharing/collaboration can require paid licenses” GPT-5.4 mini · negative prompt · soft negative
“The strongest general-purpose choices are Microsoft Power BI, Tableau, Looker, Qlik, ThoughtSpot, Sigma, Sisense, Domo, Metabase, and Zoho Analytics.” Perplexity Sonar · comparative prompt · first choice
“Microsoft Power BI is the most-deployed mid-market BI platform globally... Power BI is the lowest-friction, cost-predictable default.” Muse Glimmer 30B · direct prompt · first choice
“Default / cost-effective for most mid-sized B2B: Microsoft Power BI. Strong Microsoft integration, Excel familiarity, low entry price” Muse Glimmer 30B · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Zoho Analytics, for example, may require annual purchasing; avoid committing before testing data connectors, user growth, and cancellation terms.” Perplexity Sonar · negative prompt · soft negative
“Zoho Analytics: It is a top pick for businesses that want to bring data from multiple applications into customizable dashboards” Llama 4 Maverick · budget prompt · first choice
“Zoho Analytics (Best Overall for Budget-Conscious Teams)” Claude Haiku 4.5 · budget prompt · first choice
“Best affordable all-purpose option for combining accounting, CRM, ecommerce, and operational data” Perplexity Sonar · budget prompt · alternative
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.