Looker Studio vs Metabase
Zero of fourteen models named Looker Studio first on the direct prompt; zero named Metabase. Both were named by all fourteen models and Looker Studio carries 28 labels and Metabase 45, so the shares are not directly comparable.
By Google, Mountain View, California, United States, founded 1998. Named in seven categories this edition.
United States. Named in four 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 November 2026 Edition, Looker Studio and Metabase were named in the same answer eighty-three times, of the 130 answers naming Looker Studio and the 145 naming Metabase. In those answers Metabase took the first choice nine times and Looker Studio twenty-one.
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 Studio22%#2 of 9Metabase19%#3 of 9Looker Studio16%#2 of 13Metabase4%#4 of 13Looker Studio0%#– of 13Metabase0%#13 of 13What the models said about Looker Studio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“free tier, great for basics but less enterprise” Grok 4.20 · scale prompt · soft negative
“Limited advanced analytics & governance” Grok 4.20 · paraphrase prompt · soft negative
“Looker Studio is the best overall choice if your data is mainly in Google Sheets, Google Analytics, or Google Ads. It is free” Perplexity Sonar · budget prompt · first choice
“Zoho Analytics and Looker Studio are your strongest options depending on your existing tools and data sources.” Claude Haiku 4.5 · budget prompt · first choice
“Data Studio is the only free cloud plan in that set with no stated cap on how many people you can share reports with.” Muse Glimmer 30B · 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. Six of seven in this category shown.
“Metabase, Superset, and similar options can reduce licensing costs, but configuration, upgrades, security, and governance may require substantial technical expertise.” Perplexity Sonar · negative prompt · soft negative
“better for startups or technical teams. Lacks enterprise governance for scaling B2B sales ops.” Kimi K2 · direct prompt · soft negative
“Limitations: Less enterprise-grade features compared to paid competitors” Kimi K2 · comparative prompt · soft negative
“Metabase (Best Overall Balance) ... widely considered the best starting point for startups and small businesses” Qwen 3.7 Flash · budget prompt · first choice
“the best overall value is usually Metabase” GPT-5.4 mini · budget prompt · first choice
“Best for a technical team with a PostgreSQL/MySQL database; self-hosting can be free, but requires server administration.” Perplexity Sonar · budget prompt · alternative
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.