Embedded analytics · November 2026 Edition
Qrvey vs Apache Superset
Two of fourteen models named Qrvey first on the direct prompt; zero named Apache Superset. Qrvey was named by twelve of the fourteen models and Apache Superset by nine and Qrvey carries 25 labels and Apache Superset 11, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share11%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 15; printed, not drawn.
Labels2511A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Qrvey reading right to left. Rank and label count are printed, not drawn.Sisense was named alongside these two in ten of the fourteen direct answers. Metabase vs Qrvey · Metabase vs Apache Superset · Luzmo vs Qrvey
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
QrveyFirst choices, of fourteen modelsApache Superset
Direct20
Paraphrase20
Comparative00
Budget-constrained11
Scale-constrained00
Negative101 against Apache Superset
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Qrvey and Apache Superset stood in it.
| 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 Apache Superset first choice named as an alternative argued againstblank: not namedEach cell is one answer, Qrvey on the left and Apache Superset on the right.The direct prompt
The plain question, one answer per model, grouped by where Qrvey and Apache Superset stood in it.
Qrvey first, Apache Superset not the choice
2 of 14 modelsApache Superset was named in the answer but not as the choice, or not at all.Perplexity SonarQrvey alternatives: Embeddable, GoodData, Holistics, Looker Embedded, Omni, Power BI Embedded, Sigma, Sisense
Muse Glimmer 30BQrvey alternatives: Dundas BI, Embeddable, Holistics, Luzmo, Omni, Power BI Embedded, Sisense, Zoho Analytics
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashLuzmo alternatives: Embeddable, Explo, Omni, Qrvey
Grok 4.20Microsoft Power BI Embedded alternatives: Domo Everywhere, Dundas BI, Looker, Qlik Sense Embedded, Qrvey, Sisense, Tableau Embedded Analytics
Qwen 3.7 FlashSisense alternatives: GoodData, Looker, Luzmo, Qrvey, Zoho Analytics
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice alternatives: Metabase, Microsoft Power BI Embedded, Omni, Sigma, Sisense
GPT-5.4 miniSisense alternatives: Looker, Metabase, Power BI Embedded, Toucan
Mistral SmallCube, Sisense alternatives: Power BI Embedded, Tableau Embedded Analytics
DeepSeek V4 FlashLuzmo, Sisense alternatives: GoodData, Microsoft Power BI Embedded
Llama 4 Maverickno first choice
Kimi K2Microsoft Power BI Embedded alternatives: Embeddable, Looker, Luzmo, Sisense, Tableau Embedded Analytics
GLM 4.7 FlashXSisense alternatives: Looker, Power BI Embedded
MiniMax M2.5Domo Everywhere, Microsoft Power BI Embedded alternatives: Looker, Qlik Embedded Analytics / QAP, Tableau Embedded Analytics
GPT-6 LunaMetabase alternatives: Looker, Power BI Embedded, Sigma
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Qrvey0%#9 of 13Apache Superset0%#– of 13Mid-marketThe figures above
Enterprise
What 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 Apache Superset
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Free software, but high DevOps overhead & manual multi-tenancy setup” Gemini 3.5 Flash · negative prompt · soft negative
“Apache Superset – fully customizable, open-source, and free to deploy.” GLM 4.7 FlashX · budget prompt · first choice
“Open-source like Apache Superset or Metabase can be cost-effective with customization but require more dev work” Grok 4.20 · negative prompt · alternative
“Use Superset only if you have zero budget for software licenses but have plenty of engineering bandwidth” Qwen 3.7 Flash · paraphrase prompt · alternative
Also compared
Metabase vs QrveyMetabase vs Apache SupersetLuzmo vs QrveyLuzmo vs Apache SupersetSisense vs QrveySisense vs Apache SupersetQrvey vs Microsoft Power BI EmbeddedQrvey vs EmbeddableQrvey vs Zoho AnalyticsMicrosoft Power BI Embedded vs Apache SupersetEmbeddable vs Apache SupersetZoho Analytics vs Apache SupersetAll twenty-eight head-to-head pages and the full embedded analytics standing
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.