Three of fourteen models named Microsoft Power BI Embedded first on the direct prompt; zero named Embeddable. Microsoft Power BI Embedded was named by thirteen of the fourteen models and Embeddable by eleven and Microsoft Power BI Embedded carries 26 labels and Embeddable 27, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 embedded analytics page.
Across every category in the November 2026 Edition, Microsoft Power BI Embedded and Embeddable were named in the same answer twenty-six times, of the 72 answers naming Microsoft Power BI Embedded and the 82 naming Embeddable. In those answers Embeddable took the first choice one time and Microsoft Power BI Embedded three.
| 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.
“Traditional enterprise BI platforms (like Tableau, Power BI, or Looker) often fail mid-market B2B SaaS teams.” Gemini 3.5 Flash · direct prompt · hard negative
“Faces significant criticism (73% negative for small businesses... Issues include complexity and expense” Mistral Small · negative prompt · hard negative
“Best For: Internal dashboards only; avoid if building a customer-facing product.” Qwen 3.7 Flash · negative prompt · hard negative
“I'd recommend starting with Microsoft Power BI or Domo Everywhere” MiniMax M2.5 · direct prompt · first choice
“Top Recommendation: Microsoft Power BI Embedded” Grok 4.20 · direct prompt · first choice
“1. Microsoft Power BI (Best Overall Value)” Kimi K2 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Embeddable (custom/flat but higher for unlimited use)” Grok 4.20 · budget prompt · hard negative
“Qrvey or Embeddable are often recommended because their flat-rate/fixed pricing prevents unexpected costs as usage grows” MiniMax M2.5 · budget prompt · first choice
“Embeddable is the top recommendation due to its focus on customer-facing analytics, security, and scalable pricing” Mistral Small · paraphrase prompt · first choice
“Consider embedded-native options like Embeddable, Plotly Dash, Retool, or Mode Analytics for better integration” Grok 4.20 · negative 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.