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Embedded analytics · November 2026 Edition

Sisense vs Qrvey

Five of fourteen models named Sisense first on the direct prompt; two named Qrvey. Sisense was named by fourteen of the fourteen models and Qrvey by twelve and Sisense carries 50 labels and Qrvey 25, so the shares are not directly comparable.

Sisense

accepted challenger

Named in one category this edition.

Qrvey

accepted challenger

Named in one category this edition.

First-choice share11%11%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate24%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 15; printed, not drawn.
Labels5025A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Sisense reading right to left. Rank and label count are printed, not drawn.Metabase vs Sisense · Metabase vs Qrvey · Luzmo vs Sisense

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.
SisenseFirst choices, of fourteen modelsQrvey
Direct52
Paraphrase021 against Sisense
Comparative60
Budget-constrained014 against Sisense
Scale-constrained001 against Sisense
Negative116 against Sisense
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.

Across every category in the November 2026 Edition, Sisense and Qrvey were named in the same answer forty-five times, of the 140 answers naming Sisense and the 63 naming Qrvey. In those answers Qrvey took the first choice seven times and Sisense fifteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Sisense and Qrvey stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Sisense Qrvey first choice named as an alternative argued againstblank: not namedEach cell is one answer, Sisense on the left and Qrvey on the right.

The direct prompt

The plain question, one answer per model, grouped by where Sisense and Qrvey stood in it.

Sisense first, Qrvey an alternative

5 of 14 modelsQrvey was named in the answer but not as the choice, or not at all.
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
Qwen 3.7 FlashSisense alternatives: GoodData, Looker, Luzmo, Qrvey, Zoho Analytics
GLM 4.7 FlashXSisense alternatives: Looker, Power BI Embedded

Qrvey first, Sisense an alternative

2 of 14 modelsSisense 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

4 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5no first choice alternatives: Metabase, Microsoft Power BI Embedded, Omni, Sigma, Sisense
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
Kimi K2Microsoft Power BI Embedded alternatives: Embeddable, Looker, Luzmo, Sisense, Tableau Embedded Analytics

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Llama 4 Maverickno first choice
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.
Sisense0%#12 of 13
Qrvey0%#9 of 13
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Sisense11%#3 of 15
Qrvey11%#4 of 15
The full mid-market standing →
Enterprise
Sisense leads by twenty-six points.
Sisense30%#1 of 15
Qrvey4%#7 of 15
The full enterprise standing →

What the models said about Sisense

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“Verdict: Exercise extreme caution, especially for sensitive data” Kimi K2 · negative prompt · hard negative
“Avoid high-end tools like Tableau ($75+/user), Sisense ($399+)” Grok 4.20 · budget prompt · hard negative
“Avoid platforms like Luzmo ($2,000+/month), Sisense” DeepSeek V4 Flash · budget prompt · hard negative
“Sisense is widely considered the premier embedded analytics platform, especially for complex data environments.” DeepSeek V4 Flash · comparative prompt · first choice
“If you're building a SaaS product: start with Sisense, ThoughtSpot Embedded, GoodData, or Qrvey” GPT-5.4 mini · comparative prompt · first choice
“The Best All-Rounder: Sisense ... widely considered the gold standard for mid-market companies” Qwen 3.7 Flash · direct prompt · first choice

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
Also compared

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.