Two of fourteen models named Luzmo first on the direct prompt; three named Microsoft Power BI Embedded. Luzmo was named by thirteen of the fourteen models and Microsoft Power BI Embedded by thirteen and Luzmo carries 35 labels and Microsoft Power BI Embedded 26, 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, Luzmo and Microsoft Power BI Embedded were named in the same answer thirty-one times, of the 104 answers naming Luzmo and the 72 naming Microsoft Power BI Embedded. In those answers Microsoft Power BI Embedded took the first choice four times and Luzmo seven.
| 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. Five of six in this category shown.
“Avoid platforms like Luzmo ($2,000+/month)” DeepSeek V4 Flash · budget prompt · hard negative
“Luzmo (€1,995+/month)” Grok 4.20 · budget prompt · hard negative
“Luzmo is an embedded analytics platform built specifically for SaaS companies that need customer-facing dashboards with white-label control” Claude Haiku 4.5 · paraphrase prompt · first choice
“Luzmo — if you want to get customer-facing analytics live fast at a predictable mid-market price point” DeepSeek V4 Flash · direct prompt · first choice
“the default recommendation is Luzmo if customer-facing analytics is a core product feature” Perplexity Sonar · paraphrase prompt · first choice
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
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.