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nao vs Looker
Explore nao, the first open source analytics agent, as an alternative to Looker. Compare their context options, features, pricing, and more.
About Looker
Looker is Google's enterprise BI. Define models in LookML, build dashboards. AI features available; typically requires sales contact. For enterprises.
Why choose nao over Looker?
- Self-serve — try and deploy without a sales process
- Built-in evaluation framework for reliable AI answers
- Open source with no vendor lock-in — context is portable
Our review of Looker agent
We were not able to test Looker AI hands‑on because it is not self‑serve, but we spoke to teams already using Looker. Their feedback was that the AI features feel slower and less reliable than they would like, even though the core BI platform remains strong.
Feature comparison
| Feature | nao | Looker |
|---|---|---|
| End user UX | Chat interface, transparent SQL, interactive charts | Enterprise dashboards + NL explore — a strong fit if curated BI is your main need |
| Data team UX | Synchronized context, built-in evaluation | Uses LookML layer — fast to set up if you are already on Looker |
| Reliability | Evaluation framework + context versioning | Governed LookML definitions — but no AI evaluation framework |
| Context flexibility | File system context | Mainly LookML semantics |
| Monitoring | Audit logs, usage tracking, feedback loop | No monitoring of agent usage or AI quality |
| Cost | Open source / self-hosted | Enterprise licensing (significant) |
Context options
| Context source | nao | Looker |
|---|---|---|
| Table sampling | ||
| dbt | ||
| Prompt | ||
| Rules | ||
| Skills | ||
| Any semantic layer | LookML only | |
| MCPs |
Why choose nao
- Self-serve — try and deploy without a sales process
- Built-in evaluation framework for reliable AI answers
- Open source with no vendor lock-in — context is portable
Why choose Looker
- Fast POC if you are already using Looker and LookML
- Already adopted at many large enterprise companies for their core BI stack
- LookML provides a mature semantic governance layer















