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Data cleanup

By Greg Nowak, 7 July, 2026
Hand-drawn sketch infographic summarizing: Article 505

AI shopping visibility now depends on boring product-data plumbing

AI-assisted shopping puts more pressure on ecommerce catalog data, feeds, schema, prices, availability, and return-policy governance.

Tags

  • ai search
  • Ecommerce
  • structured data
  • Technical SEO
  • Data cleanup
By Greg Nowak, 4 June, 2026

Structured Outputs Shift Intake Automation From Prompts to Schema Design

As structured outputs make schema adherence more reliable, messy intake automation becomes a problem of record design, model choice, validation, and safe handoff.

Tags

  • AI automation
  • structured outputs
  • Data cleanup
  • OpenAI API
  • Operations
Data cleanup

Review Greg on Google

Greg Nowak Google Reviews

 

  • Support bots need a deletion test before they learn the old help center
  • AI shopping visibility now depends on boring product-data plumbing
  • OpenAI Evals Bring Acceptance Tests to AI Workflow Releases
  • Debugging PHP: A Practical Workflow for Faster Fixes
  • AI Shopping Makes Product Data Integrity a Technical Ops Job
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