Qrvey vs Microsoft Power BI Embedded
Two of fourteen models named Qrvey first on the direct prompt; three named Microsoft Power BI Embedded. Qrvey was named by twelve of the fourteen models and Microsoft Power BI Embedded by thirteen and Qrvey carries 25 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.
By framing
QrveyFirst choices, of fourteen modelsMicrosoft Power BI Embedded
Across every category in the November 2026 Edition, Qrvey and Microsoft Power BI Embedded were named in the same answer twenty-two times, of the 63 answers naming Qrvey and the 72 naming Microsoft Power BI Embedded. In those answers Microsoft Power BI Embedded took the first choice two times and Qrvey two.
Every model, every framing
| 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 | | |
Qrvey Microsoft Power BI Embedded first choice named as an alternative argued againstblank: not namedEach cell is one answer, Qrvey on the left and Microsoft Power BI Embedded on the right.The direct prompt
Qrvey first, Microsoft Power BI Embedded not the choice
2 of 14 modelsMicrosoft Power BI Embedded was named in the answer but not as the choice, or not at all.Microsoft Power BI Embedded first, Qrvey an alternative
3 of 14 modelsQrvey was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Qrvey0%#9 of 13Microsoft Power BI Embedded0%#11 of 13Qrvey11%#4 of 15Microsoft Power BI Embedded6%#5 of 15Microsoft Power BI Embedded9%#5 of 15Qrvey4%#7 of 15What the models said about Qrvey
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“For a strictly limited budget, Qrvey or Embeddable are often recommended because their flat-rate/fixed pricing prevents unexpected costs” MiniMax M2.5 · budget prompt · first choice
“Need fast time-to-value, white-label customer portals and predictable flat-rate pricing? Start with Qrvey, Luzmo or Holistics.” Muse Glimmer 30B · direct prompt · first choice
“I recommend Qrvey as the top choice for embedded BI focused on customer-facing dashboards.” Grok 4.20 · paraphrase prompt · first choice
What the models said about Microsoft Power BI Embedded
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.