Embedded analytics
Asked as “embedded analytics platform”, and as “embedded BI for customer-facing dashboards”, on behalf of a mid-market B2B company. 47 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 · Luzmo 17%
30Metabase17Luzmo11Qrvey43others
30% of first choices, contested.
Since October 2026▲+8Since October 2026: 22% → 30%, +8 points. Inside the 11-point floor: within noise.Metabase held the lead, +8 points on 22%, inside the 11-point 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.This pageEnterprise
Sisense30%Contested↗new leaderNew leader since October 2026: Sisense (30%) replaces GoodData (16% then, 7% now), 23 points clear, past the 11-point floor.Standing →
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.This pageEnterpriseSisense30%Contested↗new leaderNew leader since October 2026: Sisense (30%) replaces GoodData (16% then, 7% now), 23 points clear, past the 11-point floor.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Metabase30%14%42accepted challenger▲+8Since October 2026: 22% → 30%, +8 points. Inside the 11-point floor: within noise.22% → 30%
Metabase30%14%42accepted challenger▲+8Since October 2026: 22% → 30%, +8 points. Inside the 11-point floor: within noise.22% → 30%02
Luzmo17%6%35accepted challenger▲+4Since October 2026: 13% → 17%, +4 points. Inside the 11-point floor: within noise.13% → 17%
Luzmo17%6%35accepted challenger▲+4Since October 2026: 13% → 17%, +4 points. Inside the 11-point floor: within noise.13% → 17%03Sisense11%24%50accepted challenger▼−4Since October 2026: 15% → 11%, −4 points. Inside the 11-point floor: within noise.15% → 11%
Sisense11%24%50accepted challenger▼−4Since October 2026: 15% → 11%, −4 points. Inside the 11-point floor: within noise.15% → 11%04
Qrvey11%0%25accepted challenger▲+11Since October 2026: 0% → 11%, +11 points. Inside the 11-point floor: within noise.0% → 11%
Qrvey11%0%25accepted challenger▲+11Since October 2026: 0% → 11%, +11 points. Inside the 11-point floor: within noise.0% → 11%05
Microsoft Power BI Embedded6%46%26criticized challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
Microsoft Power BI Embedded6%46%26criticized challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%06
Embeddable4%4%27accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Embeddable4%4%27accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07
Zoho Analytics2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Zoho Analytics2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Apache Superset2%9%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Apache Superset2%9%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%09
Domo Everywhere2%57%14criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Domo Everywhere2%57%14criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
15
Tableau Embedded Analytics0%53%51criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Tableau Embedded Analytics0%53%51criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14Looker0%41%44criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
11Power BI Embedded0%29%42criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
13Qlik Embedded Analytics / QAP0%25%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12
ThoughtSpot Embedded0%21%24accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
ThoughtSpot Embedded0%21%24accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%10
GoodData0%7%28accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
GoodData0%7%28accepted 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.
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 →
01020304050607080910P11
12Q13
L14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Metabase30%
Metabase30%02Luzmo17%
Luzmo17%03Sisense11%
Sisense11%04Qrvey11%
Qrvey11%05Microsoft Power BI Embedded6%
Microsoft Power BI Embedded6%06Embeddable4%
Embeddable4%07Zoho Analytics2%
Zoho Analytics2%08Apache Superset2%
Apache Superset2%09Domo Everywhere2%
Domo Everywhere2%10GoodData0%
GoodData0%11Power BI Embedded0%
12ThoughtSpot Embedded0%
ThoughtSpot Embedded0%13Qlik Embedded Analytics / QAP0%
14Looker0%
15Tableau Embedded Analytics0%
Tableau Embedded Analytics0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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 Analytics53%
27 of 51 labels negative · 12 of 14 models · 8 hard negative
“Traditional enterprise BI platforms (like Tableau, Power BI, or Looker) often fail mid-market B2B SaaS teams.” Gemini 3.5 Flash, direct prompt
Looker
41%
18 of 44 labels negative · 11 of 14 models · 6 hard negative
“Traditional enterprise BI platforms (like Tableau, Power BI, or Looker) often fail mid-market B2B SaaS teams.” Gemini 3.5 Flash, direct prompt
Power BI Embedded
29%
12 of 42 labels negative · 10 of 14 models · 1 hard negative
“3. Power BI Embedded ... complex and expensive to set up” Llama 4 Maverick, negative prompt
Sisense24%
12 of 50 labels negative · 9 of 14 models · 3 hard negative
“Verdict: Exercise extreme caution, especially for sensitive data” Kimi K2, 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
77 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. 833 links across 129 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 · Qrvey24 answers · 26 citations · 10 models
22 answers · 25 citations · 9 models
vendor site · Omni22 answers · 24 citations · 12 models
vendor site · Upsolve.ai21 answers · 24 citations · 10 models
20 answers · 22 citations · 8 models
vendor site · Holistics19 answers · 27 citations · 8 models
vendor site · Zoho19 answers · 27 citations · 10 models
vendor site · Draxlr19 answers · 22 citations · 9 models
vendor site · Embeddable17 answers · 20 citations · 10 models
vendor site · Bold BI16 answers · 24 citations · 9 models
16 answers · 18 citations · 9 models
vendor site · Cube16 answers · 16 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.
21 answers · 8 models
20 answers · 9 models
20 answers · 8 models
16 answers · 7 models
16 answers · 8 models
15 answers · 8 models
15 answers · 8 models
13 answers · 8 models
12 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Metabase metabase.com | 30% | 107 | 14,800 | 337 | 60,151 | 1 | ||
| Luzmo luzmo.com | 17% | 97 | 260 | 4 | 13,539 | 11 | 7 | |
| Sisense sisense.com | 11% | 129 | 2,400 | 140 | 29,511 | $243 | 15 | 3 |
| Qrvey qrvey.com | 11% | 62 | 260 | 0 | 1,992 | $256 | 7 | 2 |
| Microsoft parent site Microsoft Power BI Embedded 6% | 6% | 62 | 2,240,000 | 403,136 | ||||
| Embeddable embeddable.com | 4% | 78 | 720 | 156 | 2,755 | 9 | 1 | |
| Zoho Analytics zoho.com | 2% | 41 | 2,900 | 23 | 1,216,894 | $51,031 | 119 | 4 |
| Apache Superset apache.org | 2% | 18 | 3,600 | 93 | 1,144,025 | 0 | ||
| Cube cube.dev | 2% | 32 | 90,500 | 152,613 | 5,632 | 2 | 2 | |
| Draxlr draxlr.com | 2% | 25 | 320 | 0 | 684 | 0 |
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, holistics.io, qrvey.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 a mid-market B2B company?”Paraphrase“Which embedded BI for customer-facing dashboards would you recommend to a mid-sized B2B company?”Comparative“What are the top embedded analytics platforms and how do they differ?”Budget-constrained“What is the best embedded analytics platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an embedded analytics platform. What should we look at?”Negative“Which embedded analytics platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceLuzmo, QrveyChangedagainst: Metabaseno first choiceMetabaseno first choiceagainst: Looker, Microsoft Power BI Embedded, Sigma Computing, ThoughtSpot Embedded, Vizzly
Five alternatives
Metabase, Microsoft Power BI Embedded, Omni, Sigma, SisenseOne alternative
Looker EmbeddedSeven alternatives
Bold BI, Cube, GoodData, MicroStrategy Embedded Analytics, Power BI Embedded, Sisense, Tableau Embedded AnalyticsThree alternatives
Google Data Studio, Luzmo, Power BI EmbeddedGPT-5.4 miniSisenseMetabaseChangedSisense, ThoughtSpot EmbeddedMetabaseagainst: Preset, Sisense, Tableau Embedded Analyticsno first choiceagainst: Looker, Oracle Analytics Cloud, Power BI Embedded, Tableau Embedded Analytics
Four alternatives
Looker, Metabase, Power BI Embedded, ToucanThree alternatives
GoodData, Power BI Embedded, SisenseNine alternatives
Apache Superset, GoodData, Looker, Metabase, Power BI Embedded, Qlik Embedded Analytics / QAP, Qrvey, Sigma, Tableau Embedded AnalyticsGemini 3.5 FlashLuzmoagainst: Looker, Metabase, Microsoft Power BI Embedded, Tableau Embedded AnalyticsLuzmoHeldagainst: Looker, Microsoft Power BI Embedded, Tableau Embedded Analyticsno first choiceMetabaseagainst: Looker, Sisense, Tableau Embedded Analyticsno first choiceagainst: Domo Everywhere, Power BI Embedded, Sisense, Tableau Embedded Analyticsagainst: Apache Superset, Domo Everywhere, Explo, Izenda, Logi Analytics, Metabase, Microsoft Power BI Embedded, Qlik Embedded Analytics / QAP, Tableau Embedded Analytics
Four alternatives
Embeddable, Explo, Omni, QrveyFive alternatives
Cube, Embeddable, GoodData, Metabase, Sigma ComputingNine alternatives
Cube, Embeddable, Looker, Luzmo, Metabase, Microsoft Power BI Embedded, Sisense, Tableau Embedded Analytics, ThoughtSpot EverywhereSeven alternatives
Apache Superset, Cube, Cube.dev, Luzmo, Power BI Embedded, Preset, VizzlyPerplexity SonarQrveyagainst: MetabaseLuzmoChangedThoughtSpot EmbeddedZoho Analyticsagainst: Power BI Embeddedno first choiceagainst: Microsoft Power BI Embedded, Tableau Embedded Analytics
Eight alternatives
Embeddable, GoodData, Holistics, Looker Embedded, Omni, Power BI Embedded, Sigma, SisenseFour alternatives
Embeddable, Metabase Embedded, Power BI Embedded, QrveyNine alternatives
Amazon QuickSight, GoodData, Looker, Metabase, Power BI Embedded, Qrvey, Sigma Embedded, Sisense, Tableau Embedded AnalyticsThree alternatives
Amazon QuickSight, Mammoth, MetabaseGrok 4.20Microsoft Power BI EmbeddedQrveyChangedagainst: Looker, Metabase, Microsoft Power BI Embedded, Superset, Tableau Embedded Analyticsno first choiceagainst: Domo EverywhereMetabaseagainst: Embeddable, GoodData, Looker, Luzmo, Sisense, Tableau Embedded Analytics, ThoughtSpot Embeddedno first choiceagainst: Looker, Power BI Embedded, Tableau Embedded Analyticsagainst: Domo Everywhere, Looker, MicroStrategy, Microsoft Power BI Embedded, Qlik Embedded Analytics / QAP, Sigma Computing, Sisense, Tableau Embedded Analytics, ThoughtSpot Embedded
Seven alternatives
Domo Everywhere, Dundas BI, Looker, Qlik Sense Embedded, Qrvey, Sisense, Tableau Embedded AnalyticsTwo alternatives
Sisense, Zoho AnalyticsSeven alternatives
GoodData, Looker, Microsoft Power BI Embedded, Qlik Embedded Analytics / QAP, Sisense, Tableau Embedded Analytics, ThoughtSpot EmbeddedThree alternatives
Draxlr, Mammoth, Power BI EmbeddedMistral SmallCube, SisenseEmbeddableChangedagainst: Tableau Embedded AnalyticsOracle Analytics CloudLooker Studio, Metabaseno first choiceagainst: Looker, Microsoft Power BI Embedded, Qlik Embedded Analytics / QAP, Sisense, Tableau Embedded Analytics, ThoughtSpot Embedded
Two alternatives
Power BI Embedded, Tableau Embedded AnalyticsTwo alternatives
Dundas BI, Powered by LookerNine alternatives
GoodData, MicroStrategy, Microsoft, Qlik Embedded Analytics / QAP, SAP, Salesforce, Sisense, Tableau Embedded Analytics, ThoughtSpot EmbeddedTwo alternatives
Dashrendr, Zoho AnalyticsDeepSeek V4 FlashLuzmo, Sisenseagainst: Domo EverywhereLuzmoChangedagainst: Domo Everywhere, Looker, Metabase, Power BI Embedded, Qlik Embedded Analytics / QAP, Tableau Embedded AnalyticsSisenseagainst: Tableau Embedded AnalyticsMetabaseagainst: Luzmo, Sisense, Tableau Embedded Analytics, ThoughtSpot Embeddedno first choiceagainst: Domo Everywhere, Looker, Power BI Embedded, Sisense, Tableau Embedded Analytics
Two alternatives
GoodData, Microsoft Power BI EmbeddedThree alternatives
Bold BI, GoodData, SisenseFive alternatives
Looker, Luzmo, Power BI Embedded, Qrvey, ThoughtSpot EmbeddedTwo alternatives
Power BI Embedded, Zoho AnalyticsLlama 4 Maverickno first choiceno first choiceHeldno first choiceMetabase Embeddedno first choiceagainst: Looker, Power BI Embedded, Tableau Embedded Analytics
Three alternatives
Draxlr, Luzmo, SisenseQwen 3.7 FlashSisenseagainst: Microsoft Power BI EmbeddedMetabaseChangedagainst: Microsoft Power BI EmbeddedGoodData, Sisenseagainst: Domo EverywhereMetabaseagainst: Tableau Embedded Analyticsno first choiceagainst: Looker, Microsoft Power BI Embedded, Tableau Embedded Analytics
Five alternatives
GoodData, Looker, Luzmo, Qrvey, Zoho AnalyticsTwo alternatives
Apache Superset, GoodDataFour alternatives
Looker, Microsoft Power BI Embedded, Qlik Embedded Analytics / QAP, Tableau Embedded AnalyticsFour alternatives
Apache Superset, Chart.js, Lightdash, Power BI EmbeddedThree alternatives
GoodData, Looker, SisenseKimi K2Microsoft Power BI EmbeddedExploChangedno first choiceGoogle Looker Studio, Metabaseno first choiceagainst: Looker, Power BI Embedded, Sisense, Tableau Embedded Analytics
Five alternatives
Embeddable, Looker, Luzmo, Sisense, Tableau Embedded AnalyticsTwo alternatives
Holistics, MetabaseTwo alternatives
Mammoth, RevealGLM 4.7 FlashXSisenseLuzmoChangedCube, SisenseApache Superset, Metabaseagainst: GoodData, Google Looker Studio, Tableau Embedded Analyticsno first choiceagainst: Looker Embedded, MicroStrategy Embedded, Power BI Embedded, Qlik Sense Embedded, Sisense, Tableau Server / Tableau Online
Two alternatives
Looker, Power BI EmbeddedFour alternatives
Embeddable, Metabase, Power BI Embedded, SisenseThree alternatives
Microsoft Power BI Embedded, Tableau Embedded Analytics, ThoughtSpot EmbeddedThree alternatives
Draxlr, Mammoth, Power BI EmbeddedMiniMax M2.5Domo Everywhere, Microsoft Power BI EmbeddedBold BIChangedagainst: SisenseSisenseEmbeddable, Qrveyno first choiceagainst: Logi Analytics, Power BI Embedded
Three alternatives
Looker, Qlik Embedded Analytics / QAP, Tableau Embedded AnalyticsOne alternative
GoodDataNine alternatives
Amazon QuickSight, Looker, Luzmo, Microsoft Power BI Embedded, Qrvey, TIBCO Spotfire, Tableau Embedded Analytics, ThoughtSpot Embedded, Zoho AnalyticsTwo alternatives
Power BI Embedded, Reveal BIGPT-6 LunaMetabaseMetabaseHeldPower BI EmbeddedMetabaseno first choiceagainst: Explo, Looker, Microsoft Power BI Embedded, Sisense, Tableau Embedded Analytics
Three alternatives
Looker, Power BI Embedded, SigmaTwo alternatives
Power BI Embedded, SigmaSeven alternatives
GoodData, Looker, Metabase, Sigma, Sisense, Tableau Embedded Analytics, ThoughtSpot EmbeddedOne alternative
Apache SupersetMuse Glimmer 30BQrveyagainst: LookerLuzmoChangedSisenseagainst: Power BI Embedded, Tableau Embedded AnalyticsDraxlrno first choiceagainst: Looker, Looker Embedded, Power BI Embedded, Tableau Embedded Analytics
Eight alternatives
Dundas BI, Embeddable, Holistics, Luzmo, Omni, Power BI Embedded, Sisense, Zoho AnalyticsFive alternatives
Basedash, Explo, GoodData, Sisense Fusion, Toucan TocoNine alternatives
Embeddable, GoodData, Holistics, Logi, Looker, Luzmo, Peliqan, Qrvey, RevealFive alternatives
Apache Superset, Looker Studio, Mammoth, Metabase Embedded, Zoho AnalyticsBold 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 08:59 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:05 | 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 08:43 | yes | 11 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:39 | yes | 10 | 7 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:01 | yes | 5 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:58 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:48 | yes | 23 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:46 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:50 | yes | 15 | 42 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:23 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:37 | yes | 23 | 59 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:58 | yes | 5 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:56 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:59 | yes | 13 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:09 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:36 | yes | 4 | 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 16:34 | yes | 9 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:45 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:12 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:50 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:31 | yes | 25 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:31 | yes | 7 | 5 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:11 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:23 | yes | 18 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:33 | yes | 12 | 39 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:52 | yes | 20 | 77 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:47 | yes | 4 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:50 | yes | 15 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:06 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:41 | yes | 6 | 9 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 09:36 | yes | 7 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:57 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:33 | yes | 9 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:21 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:57 | yes | 19 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:39 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:16 | yes | 9 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:50 | yes | 14 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:56 | yes | 10 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:57 | yes | 5 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:18 | yes | 9 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:38 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:41 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:51 | yes | 4 | 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 09:52 | no | 0 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:00 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:35 | yes | 10 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:51 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:55 | yes | 25 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:59 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:05 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:05 | yes | 10 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:54 | yes | 21 | 55 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:48 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:43 | yes | 2 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:04 | yes | 13 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:06 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:18 | yes | 0 | 19 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 16:27 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:49 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:42 | yes | 5 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:14 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:19 | yes | 23 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:38 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:54 | yes | 9 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:18 | yes | 15 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:37 | yes | 10 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:39 | yes | 5 | 48 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:49 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:55 | yes | 15 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:55 | yes | 19 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:33 | yes | 4 | 8 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 14:08 | yes | 8 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:29 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:55 | yes | 5 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:47 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:42 | yes | 24 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:54 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:55 | yes | 5 | 18 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:35 | yes | 25 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:03 | yes | 23 | 139 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:10 | yes | 20 | 38 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:15 | yes | 5 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:13 | yes | 23 | 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.
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Category-scoped readings
Domo read as Domo Everywhere
Domo (Everywhere) read as Domo Everywhere
GoodData.AI read as GoodData
Microsoft Power BI read as Microsoft Power BI Embedded
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 (Sense or Sense SaaS) read as Qlik Embedded Analytics / QAP
Qlik (Sense/Analytics Cloud) 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 Embedded Analytics / Tableau Pulse) 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
Unresolved, counted raw
CubeJS
Dashrendr
Embeddable.io
Izenda
MicroStrategy Embedded
MicroStrategy Embedded Analytics
Mode Analytics
OpenText Analytics Cloud
Powered by Looker
QuickSight
Re:dash
Simba Embedded Analytics
Sisense Fusion
Tableau Server / Tableau Online
Discontinued, still offered
No shut-down product was recommended here.