Stack
Proof metrics
Problem
Mid-market operators need WMS/POS depth without the integration risk of a rip-and-replace global suite.
Inventory accuracy breaks when shop-floor workflows, approvals, and reporting are split across tools.
Solution
Built end-to-end operational surfaces with consistent data models across receiving, picking, POS, and reporting.
Aligned technical architecture with on-the-ground rollout constraints common in regional enterprise projects.
Architecture
Web-first operational UI with role-based flows for warehouse and retail staff.
Postgres-backed inventory and transaction history with audit-friendly patterns.
Deployment pipelines that support iterative upgrades across customer environments.
Outcomes
Repeatable playbook for shipping vertical operations software with high on-site usability.
Deep source of real-world constraints that now informs AI-first products like WaybillAgent.
Links & artifacts
Related work
WaybillAgent
WaybillAgent transforms warehouse auditing from a multi-day manual process into an AI-assisted guided walk using phone capture and agentic reconciliation—flagship build for Anthropic's Built with Opus 4.7 hackathon (selected top ~500 of 13,000+ applicants).
Read case studyAIDC Barcode Toolkit
Open-source toolkit that packages real-world AIDC workflows so Claude Code can generate, validate, and reason about barcode and labeling tasks with domain-correct defaults.
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