AI Agents. Built for Scale. Ready for Action.
Become an even more customer-centric company with autonomous, task-based AI Agents. Make customer data and audience intelligence accessible across your company to boost productivity, efficiency, and revenue.Assemble your superhuman team
Treasure Data AI Agents are built on the AI Agent Foundry and infused with the Diamond Record, the most trusted universal customer ID.Bring all the valuable data in your CDP across the business to:
Accelerate decision-making across customer-centric teams with questions about customer data answered in an instant
Democratize access to customer data by allowing business users to get insights on-demand without relying on technical teams
Improve real-time personalization and customer experiences using agents to uncover valuable segments and orchestrate intelligent journeys

Tools like Treasure Data’s [Audience Agent] are enormously helpful because you don’t need technical or logical affinity with the CDP.”
Treasure Data AI Agents
Audience discovery and segmentation
Discover and create high-value segments from behavioural signals quickly without needing SQL or advanced data skills.
Campaign planning and strategy
Analyze internal and external data to identify audiences and uncover new campaign opportunities.
Journey orchestration
Recommend and implement customer journey changes and A/B tests to deliver more personalized customer experiences.
Creative production at scale
Automate the creation, review, and QA of marketing content at scale, including emails, ad copy, and subject lines.
Offer and decision optimization
Determine the best channel, time, and message for each user, automating deeper, real-time personalization.
Taxonomy and personalization enrichment
Convert unstructured data into structured personalization tags to improve personalization at scale.
Treasure Data AI Agents vs the competition
Capability | Other AI Agents | Treasure Data AI Agents |
---|---|---|
Purpose-built for CDP tasks |
Trained to support a variety of generic use cases |
Trained for marketing, CX, and data use cases |
Enterprise-readiness |
Permissions and access are unmanaged and unaudited |
Adheres to permissions and access control, with full auditability |
Composability |
Agents work independently with no interoperability |
Mix and match agents across journey, content, and data workflows |
Customer ID integration |
Prone to hallucinations and unreliable decision-making |
Grounded in the Diamond Record to eliminate hallucination risk and ensures accurate decision-making |
Agent library and customization |
Limited to out-of-the-box, standalone agents |
Utilize out-of-the-box agents or build custom agents within a governed ecosystem |
Key capabilities
Task-specific agents
Natural language interface
Diamond Record grounding
Action execution
Prebuilt and customizable
Governance and guardrails
Built for control, oversight, and scale
AI Agents are enterprise-safe. Enterprise teams need control, oversight, and auditability and Treasure Data’s agent architecture is built with these constraints from the start. All agent execution happens within a secure, role-based environment.
How it works:
- Permissions are applied at the agent level
- Admins define which agents users can see, run, and modify
- Agent actions (e.g., creating a segment or launching a journey) are logged
- Brand governance agents can be added to enforce tone, compliance, and formatting for generated content