Top use cases
Save the prompts you reuse and regenerate diagrams every time your stack changes.
Map feature pipelines from raw data to feature store
Show training, evaluation, and CI/CD for models
Highlight monitoring: drift, performance, and rollback paths
Share compliance-ready model cards and lineage
Workflow that ships
List data sources, feature pipelines, and stores. Add freshness.
Add training/eval stages with metrics and approval gates.
Ask AI to show online/offline parity and monitoring hooks.
Export diagrams to model cards and review packs.
Prompt recipes
Copy, tweak, and save in your repo so regenerations stay consistent.
"Draw an ML pipeline with batch feature pipelines, feature store, training, evaluation, registry, and real-time serving. Add drift monitoring."
"Show online/offline feature parity for recommendations with freshness."
"Create a responsible AI view with approvals, lineage, and rollback."
Quality checklist
Features list sources, freshness, and owners.
Training and serving use the same feature definitions.
Monitoring covers drift, performance, and alerts.
Rollback and kill-switch paths exist.
Why use Datadef
Prompt-to-canvas in seconds
Generate React Flow diagrams from prompts, then tweak nodes, metadata, and z-index with live collaboration.
Always in sync
Save prompts alongside canvas versions so you can regenerate diagrams as schemas, services, or policies change.
Shareable and auditable
Export PNG/SVG for decks, or share live canvases with lineage, SLAs, and runbook links for reviewers.
Built for data teams
Support data mesh, lakehouse, and streaming patterns with typed nodes for tables, pipelines, services, and governance layers.
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FAQ
How do I cover responsible AI?
Include approvals, lineage, and audit logs in the prompt so diagrams show accountability.
Can AI document feature parity?
Yes. Call out shared feature definitions and stores so AI ties online/offline paths together.
Where should I store these diagrams?
Attach them to model cards and review packs so they stay close to the decisions they support.
Ship faster
Generate your next diagram with AI
Capture the prompt once, regenerate after every schema change, and keep diagrams audit-ready.