Looker review

Looker is the most governed option on this list. Its LookML semantic layer sits above a cloud data warehouse and translates SQL into business metrics defined once, so dashboards, AI agents and custom apps all use the same numbers. Gemini powers Conversational Analytics, letting business users move from a natural-language question to an answer, and Dashboard Agents add AI summaries inside dashboards. Looker also offers MCP integration, APIs and Looker Embedded for customer-facing analytics. Google sells three editions: Standard for organizations with fewer than 50 users, Enterprise with more security features, and Embed for external analytics. Each platform includes 10 Standard Users and 2 Developer Users, and subscriptions run for one, two or three years. For a company without a data team, Looker is a stretch: someone has to write and maintain LookML, and every edition is priced through sales, so the cost is unknown until you talk to Google.

Who it is for

Companies with a cloud data warehouse that want one governed set of metric definitions across dashboards and AI.

Price

Annual commitment through Google Cloud sales; platform and user licenses priced separately, no published list price.

Annual commitment Call sales Work with sales to identify a solution that works for you.
Quoted from the vendor pricing page on November 6, 2026.

Key features

• LookML semantic layer for governed business metrics
• Conversational Analytics powered by Gemini
• Dashboard Agents for AI summaries inside dashboards
• MCP integration and extensible APIs
• Looker Embedded for customer-facing analytics

Strengths and weaknesses

• Strength: Metrics defined once and reused by people and AI agents
• Strength: Standard edition sized for teams under 50 users
• Strength: Each platform includes 10 Standard Users and 2 Developer Users
• Weakness: Every edition is priced through sales
• Weakness: LookML modeling needs a developer to set up
• Weakness: Annual commitment of one to three years

Key facts

• Editions: Standard, Enterprise and Embed
• Included users: 10 Standard Users and 2 Developer Users per platform
• Terms: Annual subscriptions of one, two or three years

Where it ranks

Looker is No. 10 in our Best Business Intelligence Tools verdict.