Embedded analytics · November 2026 Edition
Zoho Analytics vs Apache Superset
Zero of fourteen models named Zoho Analytics first on the direct prompt; zero named Apache Superset. Zoho Analytics was named by nine of the fourteen models and Apache Superset by nine and both carry 11 labels, so the shares below are directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share2%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#7#8A position in a field of 15; printed, not drawn.
Labels1111Equal, which is what makes the shares comparable.
The two percentage rows are drawn on one 0 to 100 track, Zoho Analytics 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 Zoho Analytics · Metabase vs Apache Superset · Luzmo vs Zoho Analytics
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.
Zoho AnalyticsFirst choices, of fourteen modelsApache Superset
Direct00
Paraphrase00
Comparative00
Budget-constrained11
Scale-constrained00
Negative001 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 Zoho Analytics 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 | | |
Zoho Analytics Apache Superset first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zoho Analytics on the left and Apache Superset on the right.The direct prompt
The plain question, one answer per model, grouped by where Zoho Analytics and Apache Superset stood in it.
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Qwen 3.7 FlashSisense alternatives: GoodData, Looker, Luzmo, Qrvey, Zoho Analytics
Muse Glimmer 30BQrvey alternatives: Dundas BI, Embeddable, Holistics, Luzmo, Omni, Power BI Embedded, Sisense, Zoho Analytics
Neither was named
12 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
Gemini 3.5 FlashLuzmo alternatives: Embeddable, Explo, Omni, Qrvey
Perplexity SonarQrvey alternatives: Embeddable, GoodData, Holistics, Looker Embedded, Omni, Power BI Embedded, Sigma, Sisense
Grok 4.20Microsoft Power BI Embedded alternatives: Domo Everywhere, Dundas BI, Looker, Qlik Sense Embedded, Qrvey, Sisense, Tableau Embedded Analytics
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
Zoho Analytics leads by fifteen points.
Zoho Analytics15%#2 of 13Apache Superset0%#– of 13Mid-marketThe figures above
Level: the same share of first choices.
Zoho Analytics2%#7 of 15Apache Superset2%#8 of 15Enterprise
Level: the same share of first choices.
Zoho Analytics0%#– of 15Apache Superset0%#– of 15What the models said about Zoho Analytics
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Zoho Analytics is the best overall choice if you need polished, white-label embedded analytics” Perplexity Sonar · budget prompt · first choice
“Zoho Analytics is a solid pick if you want to embed branded dashboards and reports into your own product or portal without a big budget.” Muse Glimmer 30B · direct prompt · alternative
“For white-label embedding on a tight budget, Zoho Analytics and Dashrendr are strong choices.” Mistral Small · budget prompt · alternative
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 Zoho AnalyticsMetabase vs Apache SupersetLuzmo vs Zoho AnalyticsLuzmo vs Apache SupersetSisense vs Zoho AnalyticsSisense vs Apache SupersetQrvey vs Zoho AnalyticsQrvey vs Apache SupersetMicrosoft Power BI Embedded vs Zoho AnalyticsMicrosoft Power BI Embedded vs Apache SupersetEmbeddable vs Zoho AnalyticsEmbeddable 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.