4 categories · RankedLooker
Looker is a platform from Google for business intelligence, data applications, and embedded analytics · cloud.google.com ↗
Strongest at enterprise. Thin evidence at small business: four labels.
The standing depends on who is buying. Every model is asked the same questions for each company size.
ChartMogul is first at 41%.
ChartMogul is first at 43%. 0 of 14 models made it the first choice when asked directly.
Maxio Metrics is first at 20%.
Why models recommend it
“Choose Looker Studio for low-cost dashboards... Choose Looker when governed, reusable metrics and centralized data definitions matter.”Perplexity Sonar · Comparative question · alternative
“Looker dominates for teams that need a governed semantic layer and embedded analytics on Google Cloud.”Muse Glimmer 30B · Comparative question · alternative
“A modern, code-first BI platform designed to work directly on top of modern cloud data warehouses”Gemini 3.5 Flash · Comparative question · alternative
“For enterprise scalability: Consider Power BI, Tableau, Looker, or Qlik.”MiniMax M2.5 · Negative question · alternative
What gives them pause
“Avoid overkill like full BI tools (e.g., Looker) unless you already have a data warehouse.”Grok 4.20 · Paraphrase question · warning
“Direct, Raw BI Dashboards (Standalone Power BI, Tableau, Looker) ... Why to avoid”Gemini 3.5 Flash · Negative question · warning
“Tools like Looker require data engineers to write proprietary code (e.g., LookML) before business users can generate a single graph”Gemini 3.5 Flash · Negative question · warning
“Drawback: Requires SQL knowledge and data engineering support to build and maintain financial models”Gemini 3.5 Flash · Paraphrase question · warning
Also on the shortlist
The products named in the same answers as Looker, over the 95 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 78 | 4 | View → | |
| 74 | 30 | View → | |
| 31 | 10 | View → | |
| 28 | 0 | View → | |
| 28 | 0 | View → | |
| 25 | 1 | View → | |
| 24 | 2 | View → | |
| 22 | 2 | View → | |
| 21 | 1 | View → | |
| 19 | 5 | View → |
What the models named instead of Looker →
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
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. These counts come from 77 of the 95 answers that named Looker and are not a share of its labels.
Domains cited
145 of the 145 domain citations in answers naming Looker came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 2 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 4 | 6 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 3 | 2 | 5 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 2 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 0 | 2 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 37 | 14 | 2026-09-28 | ||
| Case study | 19 | undated | |||
| Conference or event | 4 | undated | |||
| Report or ebook | 2 | undated | |||
| Glossary or explainer | 2 | undated | |||
| Webinar or virtual event | 1 | undated | |||
| Template or tool | 1 | undated | |||
| News or press | 1 | undated |
Most recent
- 2026-09-28Storage optimized z4d vm and bare metal instances blog
- 2026-09-28Accelerate geospatial coding with ai in google earth engine blog
- 2026-09-25Storage intelligence advisor and batch operations updates blog
- 2026-09-25Memorystore for valkey 9 1 3x qps caching blog
- 2026-09-252026 gartner magic quadrant for container management blog
- 2026-09-24Gemini 3 8 live with live avatar is now generally available blog
How it is countedHide how it is counted
Every page cloud.google.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.