LookerAgentic business intelligence and embedded analytics on Google Cloud
vs
Tray.aiOrchestrate integration, automation, and agents
Comparison · AI Agents · weekly run Nov 3
Looker vs Tray.ai
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
Looker is the stronger AI pick in AI Agents: it has a visibility score of 10.4 versus 1.5 for Tray.ai, and ranks ahead in 100% of the answers that name both.
Choose Looker if…
- You want the brand AI engines rank higher (10.4 vs 1.5)
- You need ISO 27001 or FedRAMP coverage
- Governed semantic layer and metric consistency
- Strong integration with Google Cloud, BigQuery and Workspace
Choose Tray.ai if…
- You need SOC 1 or GDPR coverage
- Recommended as a cloud-neutral orchestration platform option
AI visibility side by side
Latest weekly run · Nov 3
| Metric | Looker | Tray.ai |
|---|---|---|
| Visibility score | 10.4% | 1.5% |
| Change vs last week | New | New |
| Rank in AI Agents | #13 | #50 |
| Share of voice | 2.5% | 0.4% |
| Mentions this run | 17 | 3 |
| Positive in AI answers | 30% | — |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Looker 0pp · Tray.ai 0pp over 0 weekly runs.
Engine by engine
Looker leads on 2 of 3 engines
ChatGPT
AI Mode
Perplexity
LookerTray.ai
Head to head in AI answers
1 engine answers name both brands
1Looker ranked higher
0Tray.ai ranked higher
| Prompt | Engine | Looker | Tray.ai |
|---|---|---|---|
| Compare the leading AI Agents platforms | ChatGPT | #14 | #15 |
Features, pricing & fit
| Dimension | Looker | Tray.ai |
|---|---|---|
| Pricing model | — | Usage-based |
| Entry price | — | Contact sales |
| Free plan | — | No · 30-day trial |
| Deployment | Google Cloud | Tray-managed cloud runtime, with on-premise connectivity and regional hosting on Enterprise plans |
| Integrations | — | 700+ |
| Compliance | SOC 2, ISO 27001, FedRAMP, HIPAA | SOC 1, SOC 2, HIPAA, GDPR |
| Support | — | Business hours support on all plans, Knowledge base, Community forums, Tray Academy |
| Founded | — | 2012 |
| Headquarters | — | San Francisco, CA |
| Employees | — | 201–500 |
| Funding | Series E · $280M raised | Series C-2 · $164M raised |
| Best for | — | Enterprise IT and business teams that need to build integrations, AI agents and governed MCP tools on one platform |
Plans side by side
Looker
Pricing not available.
Tray.ai
ProCustomSized to your needs
TeamCustomSized to your needs
EnterpriseCustomSized to your needs
Pros and cons
Themes from the AI answers that mention each brand
Looker
- Governed semantic layer and metric consistency
- Strong integration with Google Cloud, BigQuery and Workspace
- Developer-centric data modeling via LookML
- Around 4.5 out of 5 stars on Gartner Peer Insights
- Quote-only enterprise pricing starting above $60,000 a year
- Poor fit for NoSQL-heavy data stacks or standalone embedded needs
- Less suited to teams using macOS without virtual machines
Tray.ai
- Recommended as a cloud-neutral orchestration platform option
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Looker vs Tray.ai”, https://slateindex.ai/compare/looker-vs-tray-ai, data of Nov 3, 2026. Licence: CC BY 4.0.