Embedded analytics for enterprise buyers
Asked as “embedded analytics platform”, and as “embedded BI for customer-facing dashboards”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
30%
Contested · Embeddable 15%
30Sisense15Embeddable09Looker46others
30% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Sisense (30%) replaces GoodData (16% then, 7% now), 23 points clear, past the 11-point floor.Sisense leads at 30%, replacing GoodData, which led at 16% and stands at 7% now: 23 points clear, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Metabase34%Contested▼−12Since October 2026: 46% → 34%, −12 points. Past the 11-point floor: movement.Standing →Mid-marketMetabase30%Contested▲+8Since October 2026: 22% → 30%, +8 points. Inside the 11-point floor: within noise.Standing →Enterprise
Sisense30%Contested↗new leaderNew leader since October 2026: Sisense (30%) replaces GoodData (16% then, 7% now), 23 points clear, past the 11-point floor.This page
Metabase34%Contested▼−12Since October 2026: 46% → 34%, −12 points. Past the 11-point floor: movement.Standing →Mid-marketMetabase30%Contested▲+8Since October 2026: 22% → 30%, +8 points. Inside the 11-point floor: within noise.Standing →EnterpriseSisense30%Contested↗new leaderNew leader since October 2026: Sisense (30%) replaces GoodData (16% then, 7% now), 23 points clear, past the 11-point floor.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Sisense30%15%52endorsed leader▲+17Since October 2026: 13% → 30%, +17 points. Past the 11-point floor: movement.13% → 30%
Sisense30%15%52endorsed leader▲+17Since October 2026: 13% → 30%, +17 points. Past the 11-point floor: movement.13% → 30%02
Embeddable15%4%24accepted challenger▲+4Since October 2026: 11% → 15%, +4 points. Inside the 11-point floor: within noise.11% → 15%
Embeddable15%4%24accepted challenger▲+4Since October 2026: 11% → 15%, +4 points. Inside the 11-point floor: within noise.11% → 15%03Power BI Embedded9%19%36accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 11-point floor: within noise.5% → 9%
04Looker9%25%44criticized challenger▼−2Since October 2026: 11% → 9%, −2 points. Inside the 11-point floor: within noise.11% → 9%
05
Microsoft Power BI Embedded9%23%30accepted challenger▼−2Since October 2026: 11% → 9%, −2 points. Inside the 11-point floor: within noise.11% → 9%
Microsoft Power BI Embedded9%23%30accepted challenger▼−2Since October 2026: 11% → 9%, −2 points. Inside the 11-point floor: within noise.11% → 9%06
GoodData7%3%32accepted challenger▼−9Since October 2026: 16% → 7%, −9 points. Inside the 11-point floor: within noise.16% → 7%
GoodData7%3%32accepted challenger▼−9Since October 2026: 16% → 7%, −9 points. Inside the 11-point floor: within noise.16% → 7%07
Qrvey4%4%23accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
Qrvey4%4%23accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%08MicroStrategy4%17%12accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Show the seven products at 0%, ordered by negative rate
15Metabase0%53%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Metabase0%53%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Tableau Embedded Analytics0%37%52criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Tableau Embedded Analytics0%37%52criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%14
Domo Everywhere0%30%10criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Domo Everywhere0%30%10criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%12Qlik Embedded Analytics / QAP0%19%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09
ThoughtSpot Embedded0%17%30accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
ThoughtSpot Embedded0%17%30accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
Luzmo0%11%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Luzmo0%11%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Cube0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Cube0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Metabase vs Microsoft Power BI EmbeddedMetabase vs EmbeddableMetabase vs Zoho AnalyticsMetabase vs Apache SupersetLuzmo vs SisenseLuzmo vs QrveyLuzmo vs Microsoft Power BI EmbeddedLuzmo vs EmbeddableLuzmo vs Zoho AnalyticsLuzmo vs Apache SupersetSisense vs QrveySisense vs Microsoft Power BI EmbeddedSisense vs EmbeddableSisense vs Zoho AnalyticsSisense vs Apache SupersetQrvey vs Microsoft Power BI EmbeddedQrvey vs EmbeddableQrvey vs Zoho AnalyticsQrvey vs Apache SupersetMicrosoft Power BI Embedded vs EmbeddableMicrosoft Power BI Embedded vs Zoho AnalyticsMicrosoft Power BI Embedded vs Apache SupersetEmbeddable vs Zoho AnalyticsEmbeddable vs Apache SupersetZoho Analytics vs Apache Superset
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102P03
L04
050607M08
091011Q12
131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Sisense30%
Sisense30%02Embeddable15%
Embeddable15%03Power BI Embedded9%
04Looker9%
05Microsoft Power BI Embedded9%
Microsoft Power BI Embedded9%06GoodData7%
GoodData7%07Qrvey4%
Qrvey4%08MicroStrategy4%
09ThoughtSpot Embedded0%
ThoughtSpot Embedded0%10Luzmo0%
Luzmo0%11Cube0%
Cube0%12Qlik Embedded Analytics / QAP0%
13Tableau Embedded Analytics0%
Tableau Embedded Analytics0%14Domo Everywhere0%
Domo Everywhere0%15Metabase0%
Metabase0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Tableau Embedded Analytics37%
19 of 52 labels negative · 11 of 14 models · 5 hard negative
“When to avoid: For SaaS/product teams needing seamless integration or AI/governed self-service at enterprise scale.” Grok 4.20, negative prompt
Metabase53%
10 of 19 labels negative · 9 of 14 models · 6 hard negative
“Some lighter-weight or open-source platforms (e.g., Metabase in its base form ... require significant custom engineering to achieve proper tenant isolation.” Qwen 3.7 Flash, negative prompt
Looker
25%
11 of 44 labels negative · 9 of 14 models · 3 hard negative
“"Avoid Looker unless you're already deeply invested in their ecosystem" due to complexity and cost” Mistral Small, negative prompt
Power BI Embedded
19%
7 of 36 labels negative · 7 of 14 models · 1 hard negative
“Platforms to caution against: Tableau Embedded, Power BI Embedded (in non-Azure-centric setups), MicroStrategy.” Gemini 3.5 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
72 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 911 links across 166 sites, every framing counted. Ranked by the number of answers carrying the site or page. 28 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Qrvey32 answers · 42 citations · 11 models
vendor site · Embeddable27 answers · 44 citations · 12 models
vendor site · Omni27 answers · 32 citations · 13 models
vendor site · Sisense25 answers · 36 citations · 12 models
vendor site · Bold BI22 answers · 25 citations · 12 models
19 answers · 24 citations · 11 models
vendor site · Zoho18 answers · 22 citations · 9 models
17 answers · 21 citations · 6 models
17 answers · 18 citations · 10 models
vendor site · Cube16 answers · 27 citations · 10 models
vendor site · Draxlr16 answers · 21 citations · 9 models
vendor site · Upsolve.ai16 answers · 18 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
22 answers · 11 models
18 answers · 10 models
16 answers · 10 models
15 answers · 6 models
15 answers · 8 models
14 answers · 8 models
14 answers · 7 models
13 answers · 8 models
13 answers · 6 models
12 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best embedded analytics platform”, “embedded analytics platform”, “embedded analytics platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Sisense sisense.com | 30% | 129 | 2,400 | 140 | 29,511 | $243 | 15 | 3 |
| Embeddable embeddable.com | 15% | 78 | 720 | 156 | 2,755 | 9 | 1 | |
| Power BI Embedded | 9% | 590 | 104 | |||||
| Looker | 9% | 18,100 | 2,051 | |||||
| Microsoft parent site Microsoft Power BI Embedded 9% | 9% | 62 | 2,240,000 | 403,136 | ||||
| GoodData gooddata.ai | 7% | 62 | 720 | 17 | 11,321 | 52 | 7 | |
| Qrvey qrvey.com | 4% | 62 | 260 | 0 | 1,992 | $256 | 7 | 2 |
| MicroStrategy | 4% | |||||||
| Sigma sigmacomputing.com Sigma 2%, Sigma Computing 2% | 4% | 19 | 246,000 | 60,163 | 67,518 | 9 | ||
| Omni omni.co | 2% | 16 | 110,000 | 71,204 | 52,818 | 14 |
Google's top ten for the three searches hold 20 sites; 6 of them are among the sites the models cited here (boldbi.com, cube.dev, embeddable.com, qrvey.com, sisense.com, zoho.com). The first result for “best embedded analytics platform” is embeddable.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best embedded analytics platform for an enterprise B2B company?”Paraphrase“Which embedded BI for customer-facing dashboards would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade embedded analytics platforms and how do they differ?”Budget-constrained“What is the best embedded analytics platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an embedded analytics platform. What should we look at?”Negative“Which embedded analytics platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5SisenseSisenseHeldagainst: LuzmoSisenseEmbeddable, Qrveyagainst: Sisenseno first choiceagainst: Metabase for Enterprise White-Label, Sigma Embedded, ThoughtSpot Embedded
Three alternatives
Looker, Omni, Power BI EmbeddedTwo alternatives
Domo Everywhere, Power BI EmbeddedFive alternatives
GoodData, Looker Embedded, Power BI Embedded, Tableau Embedded Analytics, ThoughtSpot EmbeddedOne alternative
QuerioGPT-5.4 miniSisensePower BI EmbeddedChangedagainst: Lookerno first choiceEmbeddable, Power BI Embeddedno first choicenothing named
Three alternatives
Metabase, Power BI Embedded, Tableau Embedded AnalyticsThree alternatives
Sisense, Tableau Embedded Analytics, ThoughtSpot EmbeddedSeven alternatives
Looker Embedded, Power BI Embedded, Qlik Embedded Analytics / QAP, Sigma Embedded, Sisense, Tableau Embedded Analytics, ThoughtSpot EmbeddedOne alternative
GoodDataGemini 3.5 FlashLookerLookerHeldLookerMicrosoft Power BI Embeddedno first choiceagainst: Tableau Embedded Analyticsagainst: Apache Superset, IBM Cognos, Metabase, MicroStrategy, Power BI Embedded, Qlik Embedded Analytics / QAP, QlikView, Redash, SAP Crystal Reports, Tableau Embedded Analytics
Seven alternatives
Cube, Embeddable, Luzmo, Power BI Embedded, Sisense, Tableau Embedded Analytics, ThoughtSpot EverywhereFive alternatives
Cube.dev, Luzmo, Microsoft Power BI Embedded, Sisense, ThoughtSpot EverywhereFive alternatives
GoodData, Power BI Embedded, Sisense, Tableau Embedded Analytics, ThoughtSpot EverywhereFive alternatives
Apache Superset, Cube.js, GoodData, Luzmo, RevealPerplexity SonarSisenseSisenseHeldno first choiceagainst: MetabaseEmbeddableno first choiceagainst: Looker Embedded, Luzmo, Metabase, Power BI Embedded, Qlik Embedded, Sigma Computing, Tableau Embedded Analytics
Three alternatives
GoodData, Looker Embedded, Power BI EmbeddedSix alternatives
Cube, Embeddable, GoodData, Luzmo, Power BI Embedded, QrveyTen alternatives
Embeddable, GoodData, Looker Embedded, Luzmo, Omni, Power BI Embedded, Qrvey, Sisense, Tableau Embedded Analytics, ThoughtSpot EmbeddedTwo alternatives
Power BI Embedded, QrveyGrok 4.20Microsoft Power BI Embeddedagainst: Domo Everywhere, Dundas BILookerChangedagainst: Qlik Embedded Analytics / QAP, Sisense, Tableau Embedded AnalyticsMicrosoft Power BI Embeddedagainst: IBM Cognos Analytics, MicroStrategy, Oracle Analytics CloudGoodDataagainst: Embeddable, Looker, Microsoft Power BI Embedded, Qrvey, Sisense, Tableau Embedded Analytics, ThoughtSpot Embeddedno first choiceagainst: Looker Embedded, Metabase, Microsoft Power BI Embedded, Qlik Embedded Analytics / QAP, Sisense, Tableau Embedded Analytics
Four alternatives
Looker, Qlik Embedded Analytics / QAP, Sisense, Tableau Embedded AnalyticsThree alternatives
Bold BI, Microsoft Power BI Embedded, QrveyFive alternatives
Amazon QuickSight, Looker, Sigma Computing, Sisense, Tableau Embedded AnalyticsFive alternatives
Bold BI, Looker, Power BI Embedded, Sigma Computing, SisenseMistral SmallMicroStrategy, SisenseOmniChangedSisenseEmbeddableno first choiceagainst: Domo Everywhere, Looker, Metabase, Microsoft Power BI Embedded, Tableau Embedded Analytics, ThoughtSpot Embedded
Four alternatives
Amazon QuickSight, Luzmo, Reveal, Tableau Embedded AnalyticsFour alternatives
Cube, GoodData, Sisense, YellowfinFive alternatives
Looker, MicroStrategy, Microsoft Power BI Embedded, SAS, Tableau Embedded AnalyticsTwo alternatives
Databrain, Power BI EmbeddedDeepSeek V4 FlashSisenseSisenseHeldSisenseagainst: Looker, Metabase, Tableau Embedded AnalyticsEmbeddableno first choiceagainst: Domo Everywhere, Explo, Holistics, Looker, Microsoft Power BI Embedded, Sisense, Tableau Embedded Analytics, ThoughtSpot Embedded
Five alternatives
GoodData, Looker, Oracle Analytics Cloud, Power BI Embedded, ThoughtSpot EmbeddedThree alternatives
GoodData, Looker, Power BI EmbeddedNine alternatives
Cube, Embeddable, GoodData, Luzmo, MicroStrategy, Microsoft Power BI Embedded, Qrvey, Sigma, ThoughtSpot EmbeddedThree alternatives
Draxlr, Microsoft Fabric, Power BI EmbeddedLlama 4 Maverickno first choicePower BI Embedded AnalyticsChangedno first choiceno first choiceno first choiceagainst: Looker, Microsoft Power BI Embedded, Tableau Embedded Analytics
Qwen 3.7 FlashMicrosoft Power BI EmbeddedGoodDataChangedagainst: LookerSisenseMicroStrategyagainst: Microsoft Power BI Embedded, Tableau Embedded Analyticsno first choiceagainst: Grafana, Metabase, Power BI Desktop-centric implementations, Power BI Embedded, Sigma Computing, Tableau Embedded Analytics
Five alternatives
GoodData, Looker, Qlik Embedded Analytics / QAP, Sisense, Tableau Embedded AnalyticsTwo alternatives
Microsoft Power BI Embedded, SisenseFive alternatives
Embeddable, Looker, Microsoft Power BI Embedded, Omni, Tableau Embedded AnalyticsThree alternatives
Apache Superset, Dundas BI, MetabaseKimi K2SisenseSisenseHeldSisense, ThoughtSpot EmbeddedQrveyagainst: GoodData, Looker, Metabase, Power BI Embedded, Sisense, Tableau Embedded Analytics, ThoughtSpot Embeddedno first choiceagainst: Looker, Microsoft Power BI Embedded, Sisense, Tableau Embedded Analytics
Six alternatives
GoodData, Looker, Metabase, Microsoft Power BI Embedded, Tableau Embedded Analytics, ThoughtSpot EmbeddedFour alternatives
GoodData, Looker Embedded, Microsoft Power BI Embedded, Tableau Embedded AnalyticsSeven alternatives
Amazon QuickSight, Apache Superset, Looker, Metabase, MicroStrategy, Microsoft Power BI Embedded, Tableau Embedded AnalyticsOne alternative
HolisticsGLM 4.7 FlashXPower BI Embedded, SisenseCube.devChangedDundas BIHolisticsagainst: Sisenseno first choiceagainst: Jaspersoft, Metabase, Oracle Analytics Cloud, SAP
Five alternatives
Cube, Looker, Qlik Embedded Analytics / QAP, Qrvey, Reveal BIFour alternatives
Embeddable, Luzmo, Power BI Embedded, SisenseFour alternatives
Cube.dev, Microsoft Power BI Embedded, Sigma Computing, Tableau Embedded AnalyticsTwo alternatives
Embeddable, Power BI EmbeddedMiniMax M2.5Microsoft Power BI Embedded, SisenseLooker, Sigma ComputingChangedSisenseEmbeddableno first choiceagainst: Looker, Power BI Embedded, Tableau Embedded Analytics
Three alternatives
Looker, Qlik Embedded Analytics / QAP, Tableau Embedded AnalyticsFour alternatives
Izod, Microsoft Power BI Embedded, Roosboard, Tableau Embedded AnalyticsThree alternatives
Looker, Power BI Embedded, Tableau Embedded AnalyticsThree alternatives
Databrain, Qrvey, Reveal BIGPT-6 LunaSisenseSigmaChangedGoodData, SisensePower BI Embeddedagainst: Metabaseno first choiceagainst: Explo, Logi Info v11, Looker, Power BI Embedded, Tableau Embedded Analytics, Tableau Server's retired "Embedded Analytics - Desktop" and "Embedded Analytics - Interactor" products
Two alternatives
Looker, ThoughtSpot EmbeddedTwo alternatives
Looker, Power BI EmbeddedSix alternatives
Amazon QuickSight, Looker, Power BI Embedded, Qlik Embedded Analytics / QAP, Tableau Embedded Analytics, ThoughtSpot EmbeddedOne alternative
Looker EmbeddedMuse Glimmer 30BGoodDataSisenseChangedagainst: Tableau Embedded AnalyticsSisenseagainst: Tableau Embedded AnalyticsEmbeddableno first choiceagainst: Power BI Embedded, Tableau Embedded Analytics
Six alternatives
Looker Embedded, Microsoft Power BI Embed, Oracle Analytics Cloud, Sisense, Tableau Embedded Analytics, ThoughtSpot EmbeddedSeven alternatives
Cube, Embeddable, Holistics, Looker, Luzmo, Power BI Embedded, QrveyTen alternatives
Databrain, Embeddable, GoodData, Google Cloud, Looker, Luzmo, Microsoft Power BI Embedded, Oracle Analytics Cloud, Qrvey, ThoughtSpot EmbeddedThree alternatives
Holistics, Microsoft Power BI Embedded, Reveal BIBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:27 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:26 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:35 | yes | 10 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:12 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:37 | yes | 5 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:30 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:49 | yes | 20 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:12 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:16 | no | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:51 | yes | 9 | 59 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:07 | yes | 25 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:23 | yes | 5 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:57 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:23 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:43 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:31 | yes | 6 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:10 | no | 0 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 19:44 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:32 | yes | 5 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:56 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:45 | yes | 22 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:37 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:38 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:14 | yes | 23 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:01 | yes | 25 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:07 | no | 0 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:48 | yes | 4 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:30 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:01 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:59 | yes | 9 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:19 | no | 0 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:33 | yes | 10 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:49 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:11 | yes | 25 | 17 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:05 | yes | 21 | 85 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:38 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:34 | yes | 10 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:25 | yes | 20 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:57 | yes | 21 | 66 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:20 | yes | 15 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:23 | yes | 9 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:56 | yes | 14 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:08 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:36 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:20 | no | 0 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:31 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:10 | yes | 14 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:18 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:19 | yes | 23 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:28 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:32 | no | 0 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:38 | yes | 19 | 79 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:06 | yes | 23 | 101 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:26 | yes | 9 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:01 | yes | 4 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:50 | yes | 18 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:34 | yes | 17 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:47 | yes | 5 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:31 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 19:20 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:51 | yes | 14 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:55 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:37 | yes | 24 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:09 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:32 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:07 | no | 0 | 52 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:18 | yes | 21 | 338 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:49 | no | 0 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:05 | yes | 3 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:52 | yes | 12 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:15 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:51 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:36 | yes | 9 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:00 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:50 | yes | 15 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:54 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:40 | yes | 23 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:56 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:08 | yes | 23 | 82 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:21 | yes | 25 | 62 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:14 | yes | 22 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:09 | yes | 25 | 62 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:18 | yes | 6 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:18 | yes | 25 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Domo read as Domo Everywhere
Microsoft Power BI read as Microsoft Power BI Embedded
Microsoft Power BI (Embedded) read as Microsoft Power BI Embedded
Omni.co read as Omni
Oracle read as Oracle Analytics Cloud
Power BI read as Microsoft Power BI Embedded
Power BI (Microsoft) read as Microsoft Power BI Embedded
Qlik read as Qlik Embedded Analytics / QAP
Qlik (Qlik Sense) read as Qlik Embedded Analytics / QAP
Qlik (Sense/Analytics) read as Qlik Embedded Analytics / QAP
Qlik Sense read as Qlik Embedded Analytics / QAP
Tableau read as Tableau Embedded Analytics
Tableau (Embedded Analytics) read as Tableau Embedded Analytics
Tableau (Embedded) read as Tableau Embedded Analytics
Tableau (Salesforce) read as Tableau Embedded Analytics
Tableau (including Tableau Embedded Analytics) read as Tableau Embedded Analytics
Tableau Embedded read as Tableau Embedded Analytics
Tableau Embedded (Salesforce) read as Tableau Embedded Analytics
ThoughtSpot read as ThoughtSpot Embedded
Upsolve read as Upsolve.ai
Unresolved, counted raw
Apache ECharts
Bold Reports
Count.co
Embeddable or Cube
Embedportal
IBM Cognos
Izod
Logi Info v11
LookML
Metabase for Enterprise White-Label
Microsoft Power BI Embed
Observable
Power BI Desktop-centric implementations
Power BI Embedded Analytics
Progress Software Domo
Qlik Embedded
QlikView
Recharts
Roosboard
SAP Crystal Reports
Strategy One (formerly MicroStrategy ONE)
Tableau Server's retired "Embedded Analytics - Desktop" and "Embedded Analytics - Interactor" products
ThoughtSpot Analytics
Discontinued, still offered
No shut-down product was recommended here.