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Design Audit Kit

Productized deliverables for reproducible AI operations

Buy Design Audit Kit v1.0 Price: ¥9,800

Purchase on Gumroad 

Download Sample PDF

If you want this applied to your real workflow: Design Audit  / OEM 


This is the “deliverable pack” used in Panolabo Engine’s Design Audit. If you need reproducibility, validation, logging, and replay—this kit gives you the structure.


What you get (8-page PDF)

PageContent
P1Cover
P2Why AI systems fail
P3OS-10 Summary
P4Message Contract Template
P5Validation Checklist
P6Logs & Replay Spec
P7Audit Report Format
P8How to Use / Next Steps

Who it’s for

  • Teams moving from prototype to production
  • OEM / agencies shipping AI deliverables to clients
  • Operations that must be consistent across staff changes

What this kit is NOT

  • Not “how to think better with AI”
  • Not prompt engineering tricks
  • Not model-specific hacks

This is about reproducibility and responsibility.


Kit Contents Preview

Message Contract Template

Purpose: Input schema: Output schema: Constraints: Prohibited outputs: Acceptance criteria: Failure handling:

Validation Checklist

[ ] Schema validation [ ] Format check [ ] Business rule check [ ] Human review step

Log Requirements

- Input - Contract version - Model/version - Output - Timestamp

Audit Report Format

Risk level: Broken OS rules: Required fixes: Expected outcome:

Pricing

TierWhatPrice
FreeChecklist (Docs)¥0
KitDesign Audit Kit PDF¥9,800
FullDesign Audit (hands-on)Quote

Buy Now

Ready for production?

Buy the Kit (¥9,800) 

Or request a Design Audit 


Want hands-on support?

Request a Design Audit (applied to your real system): → https://www.panolabollc.com/contact/?type=audit 

OEM / Integration: → https://www.panolabollc.com/contact/?type=oem 


Sample Download

Design Audit Kit Sample PDF



Responsible Architect: Panolabo / Kenichiro Numa

Last updated on