Looker Studio vs Metabase
Zero of fourteen models named Looker Studio first on the direct prompt; zero named Metabase. Looker Studio was named by thirteen of the fourteen models and Metabase by thirteen and Looker Studio carries 29 labels and Metabase 31, so the shares are not directly comparable.
By Google, Mountain View, California, United States, founded 1998. Named in six categories this edition.
United States. Named in three categories this edition.
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
Looker StudioFirst choices, of fourteen modelsMetabase
Across every category in the October 2026 Edition, Looker Studio and Metabase were named in the same answer eighty-one times, of the 126 answers naming Looker Studio and the 127 naming Metabase. In those answers Metabase took the first choice seven times and Looker Studio thirty-two.
Every model, every framing
| 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 | | | |
Looker Studio Metabase first choice named as an alternative argued againstblank: not namedEach cell is one answer, Looker Studio on the left and Metabase on the right.The direct prompt
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.Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.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
Looker Studio35%#2 of 8Metabase9%#4 of 8Looker Studio25%#2 of 11Metabase8%#4 of 11Looker Studio0%#– of 10Metabase0%#10 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 4.20 · 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 Metabase
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“3 new zero-day discoveries across Metabase, DataEase, Pentaho, Redash, and Apache Superset” Claude Haiku 4.5 · negative prompt · soft negative
“Open-Source Tools (Avoid without DevOps Support)” Gemini 3.5 Flash · negative prompt · soft negative
“lightweight alternatives like Looker Studio, Metabase, or basic Power BI Pro licenses offer faster value” Qwen 3.7 Flash · negative prompt · first choice
“The Best Overall: Metabase (Open Source)... is widely considered the best free option available.” GLM 4.7 FlashX · budget prompt · first choice
“start with Looker Studio (free) or Metabase (free open-source)” MiniMax M2.5 · budget prompt · first choice
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.