Dashboards and data visualization · October 2026 Edition
Looker Studio vs Sigma
Zero of fourteen models named Looker Studio first on the direct prompt; one named Sigma. Looker Studio was named by thirteen of the fourteen models and Sigma by eight and Looker Studio carries 29 labels and Sigma 15, so the shares are not directly comparable.
By Google, Mountain View, California, United States, founded 1998. Named in six categories this edition.
By SIGMA COMPUTING, San Francisco. Named in two categories this edition.
First-choice share25%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 11; printed, not drawn.
Labels2915A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Looker Studio reading right to left. Rank and label count are printed, not drawn.Tableau was named alongside these two in thirteen of the fourteen direct answers. Microsoft Power BI vs Looker Studio · Microsoft Power BI vs Sigma · Looker Studio vs Tableau
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 dashboards and data visualization page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Looker StudioFirst choices, of fourteen modelsSigma
Direct01
Paraphrase101 against Looker Studio
Comparative00
Budget-constrained110
Scale-constrained00
Negative102 against Looker Studio
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 Looker Studio and Sigma 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 4.1 Fast | | | | | ||
| 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 | | | |
Looker Studio Sigma first choice named as an alternative argued againstblank: not namedEach cell is one answer, Looker Studio on the left and Sigma on the right.The direct prompt
The plain question, one answer per model, grouped by where Looker Studio and Sigma stood in it.
Sigma first, Looker Studio not the choice
1 of 14 modelsLooker Studio was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashSigma alternatives: Explo, Metabase, Microsoft Power BI, Sisense, Tableau
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.DeepSeek V4 FlashMicrosoft Power BI alternatives: Domo, Looker Studio, Sigma, Tableau, ThoughtSpot
Kimi K2Microsoft Power BI alternatives: Sigma, Sisense, Tableau
GPT-6 LunaMicrosoft Power BI alternatives: Looker, Sigma, Tableau
Muse Glimmer 30BMicrosoft Power BI alternatives: Domo, Looker, Looker Studio, Tableau, ThoughtSpot
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Microsoft Power BI, Tableau alternatives: Metabase
GPT-5.4 miniMicrosoft Power BI alternatives: Looker, Tableau
Perplexity SonarMicrosoft Power BI alternatives: Tableau, Zoho Analytics
Grok 4.1 FastMicrosoft Power BI alternatives: Looker, Tableau, Zoho Analytics
Mistral SmallTableau alternatives: Domo, Microsoft Power BI
Llama 4 Maverickno first choice
Qwen 3.7 FlashMicrosoft Power BI alternatives: Domo, Looker, Tableau, Zoho Analytics
GLM 4.7 FlashXMicrosoft Power BI alternatives: Looker, Qlik Sense, Tableau
MiniMax M2.5Microsoft Power BI alternatives: Domo, Tableau
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
Looker Studio leads by thirty-five points.
Looker Studio35%#2 of 8Sigma0%#– of 8Mid-marketThe figures above
Looker Studio leads by twenty-three points.
Looker Studio25%#2 of 11Sigma2%#6 of 11Enterprise
Level: the same share of first choices.
Looker Studio0%#– of 10Sigma0%#7 of 10What the models said about Looker Studio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Free Looker Studio for business-critical, tightly governed BI... check whether its permissions and administration meet your requirements” GPT-6 Luna · negative prompt · soft negative
“Looker Studio (Free, easy to hook up to Google products, but lacks governance)” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Overly Basic/Freemium Visualization Tools (Avoid for Scaling Businesses)” Gemini 3.5 Flash · negative prompt · soft negative
“If your goal is to spend exactly $0 and you do not want to manage servers or databases, Google Looker Studio ... is the easiest and most accessible option.” Gemini 3.5 Flash · budget prompt · first choice
“Google Looker Studio (formerly Google Data Studio) stands out as the best business intelligence and dashboard tool for a company with a limited budget.” Grok 4.1 Fast · budget prompt · first choice
“Looker Studio is best for budget-conscious businesses primarily using Google tools ... and is free and works well with Google products” Claude Haiku 4.5 · budget prompt · first choice
What the models said about Sigma
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“go with Sigma Computing” Gemini 3.5 Flash · direct prompt · first choice
“Choose Sigma if your team lives in Excel, you use Snowflake/Databricks, and you want business users to perform heavy ad-hoc analysis on live data.” Gemini 3.5 Flash · comparative prompt · alternative
“Sisense or Sigma are particularly strong choices due to their embedded analytics capabilities” Kimi K2 · direct prompt · alternative
Also compared
Microsoft Power BI vs Looker StudioMicrosoft Power BI vs SigmaLooker Studio vs TableauLooker Studio vs MetabaseLooker Studio vs Zoho AnalyticsLooker Studio vs DomoTableau vs SigmaMetabase vs SigmaZoho Analytics vs SigmaSigma vs DomoAll twenty-one head-to-head pages and the full BI & dashboards 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.