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Every company with 30+ people needs an internal data agent. OpenAI, Vercel, Uber, LinkedIn, and Salesforce are each building one. The key themes are: ground the model in curated context, let it self-correct, enforce hard boundaries on writes.

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Querying your data

SQL tools, schema introspection, and answers that cite the query.

Grounding in context

Validated queries, table metadata, and business rules per question.

Self-correcting agents

Errors become learnings. The same mistake cannot recur.

Safe data access

Read-only and write boundaries enforced by the engine.

Materialization

Repeat questions become reusable views.

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