Manufacturing, BOM & Engineering Governance
Custom NetSuite calculation Suitelet providing real-time dimensional and material density computations on transaction lines.
The business problem
- Operational friction. Lack of visibility into ERP technical debt, orphaned script deployments, and manual audit prep.
- Financial or labor impact. $50k-$150k in annual consulting fees for simple diagnostic assessments and code audits.
- Why the native approach failed. NetSuite UI does not provide holistic code quality or SOX compliance diagnostics out of the box.
What was built
- Solution type. Autonomous AI Diagnostic Worker & MCP Toolchain
- Mechanism. Automated SuiteQL schema queries, static code inspection, and board-ready PDF generation.
- Cycle time. Immediate 48-Hour Execution
Recorded outcome
| Before | After | Business value |
|---|---|---|
| 4-week consulting discovery audit costing tens of thousands. | Instant, board-ready system health X-Ray generated in minutes. | 10x faster diagnostic turnaround at a fraction of traditional advisory cost. |
Illustrative scenario built from several engagements. Figures illustrate assumptions, not a named result. Client shown as an archetype; identifiers removed by the harvest scrub (0 redactions).
Back to the proof library • The results ledger
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HelpAirs technology for NetSuite: the five roles a company pays for, delivered as one supervised AI service at a modeled 20-80% lower cost, with the existing team repurposed rather than replaced, and every outcome published in the results ledger with its source class. Read the ledger.
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