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Production AI Radar

Great Expectations

Data quality expectations as code for warehouses and training inputs.

TrialMLOpsNew
Why this ring
Widely known mid-market pattern; start thin - critical columns only.
Production risk if ignored
Expectation debt - suites rot and get skipped under deadline pressure.
Typical effort
weeks
Low FinOps impact

Use cases

  • Schema checks
  • Distribution drift
  • Null thresholds

Adoption steps

  1. Critical column suite
  2. CI or orchestrator gate
  3. Owner per suite
  4. Monthly prune

Related tools

In your assessment

Expectation suite ownership review