Open Data Infrastructure
Agentic Data: What Data Has to Become for Agents to Use It
Define agentic data as data packaged with permissions, meaning, quality, provenance, and action boundaries that agents can use without guessing.
If you are building agents, raw tables are not enough. Agents need data that comes with meaning and rules attached.
Why it matters
Humans can guess and then ask someone when they are wrong. Agents cannot. They will confidently do the wrong thing at machine speed.
Agentic data is the fix. It is data with a contract: what it means, who can use it, how fresh it is, and what actions are allowed.
The ODI angle
ODI is how you build agentic data without trapping yourself. It forces you to make meaning, policy, and lineage portable across tools.
If the contract lives in a proprietary warehouse feature, your agentic data dies the moment you try to change platforms.
The goal is repeatable trust. Not better prompts.
Core idea: "agent-ready" data is really "contract-ready" data.
The architecture test
For AI builders, the test is whether an agent can use the data without guessing.
- Define data products with owners, SLAs, and clear semantics.
- Attach policy, lineage, and quality metadata in machine-readable form.
- Expose data through governed interfaces, not shared credentials.
- Give agents narrow tool scopes instead of broad warehouse access.
- Design for auditability and reproducibility by default.
What breaks first
This breaks when data access is treated as the same thing as data understanding.
- Agents have access but not meaning, so they pick the wrong table.
- Quality is not encoded, so agents treat stale data as truth.
- Permissions are implicit and inconsistent across tools.
- Safety depends on prompt instructions instead of infrastructure controls.
Questions to ask
Use these questions when you evaluate agentic data for agent workflows.
- What is the contract for this dataset, including meaning, freshness, quality, and policy?
- Who owns it, and how do consumers report issues?
- Can an agent tell which version of the truth it used?
- Which actions are allowed, including export and write-back?
- Can these signals survive a platform change?
If the contract is only in a wiki page, the agent will not follow it. It cannot.
Sources to start with
Start with lineage, policy, and interface standards, then build your contract layer.