An LLM agent continuously audits product catalog metadata against evolving OpenAI Shopping schema requirements, detects gaps, and auto-generates optimized descriptions, structured data, and feed configurations — tasks static Zapier flows cannot perform without dynamic reasoning. The agent also monit Shopify merchants have no native integration or readiness tooling for the emerging ChatGPT/OpenAI shopping channel, risking missed sales as AI-driven commerce surfaces competitor products first. Key

• Shopify OAuth App Bootstrap (port 3005)
• OpenAI Shopping Schema Auditor Node
• AI Description Optimizer Node
• OpenAI-Compatible Product Feed Builder
• Competitor AI Surface Probe