Product walkthrough

From scattered manufacturing records to ERP-ready master data.

CellWise separates the work clearly: AI handles messy, ambiguous source data; humans review critical decisions; deterministic rules perform the final CLW to ERP conversion.

01

Batch upload

Source

Upload item masters, BOMs, routing sheets, legacy ERP exports, and department spreadsheets in batch. CellWise accepts the way manufacturing data actually arrives: mixed formats, partial records, duplicate materials, and inconsistent naming.

  • Item masters, BOMs, routing sheets, and legacy ERP exports
  • Department spreadsheets from production, purchasing, and finance
  • Source-level traceability for review

02

AI extraction

AI

The AI layer parses messy inputs, extracts values, detects formats, maps fields, normalizes units, and recommends fixes. AI is used where ambiguity exists, not for final ERP conversion.

  • Parse and extract source fields
  • Detect formats and map manufacturing attributes
  • Normalize units and recommend fixes

03

CLW conversion

CLW

Extracted records are shaped into CLW, CellWise's universal, ERP-agnostic master data format. CLW gives teams one portable structure before SAP, Oracle, Microsoft Dynamics, or custom ERP conversion happens.

  • Universal CellWise master data structure
  • ERP-agnostic item, BOM, and routing model
  • Portable foundation for current and future ERP targets

04

Human fine-tuning

Human review

Reviewers approve critical changes, resolve exceptions, and decide whether AI recommendations should become approved CLW records. Manufacturing master data needs accountability before migration.

  • Approval for critical data changes
  • Exception handling before ERP ingestion
  • Traceable review decisions

05

BOM explosion testing

Validation

CellWise tests BOM completeness and structure before ERP ingestion. BOM explosion testing catches circular references, missing components, and quantity errors while the data is still easier to fix.

  • Circular reference detection
  • Missing component checks
  • Quantity and unit validation

06

Deterministic ERP conversion

Formulaic

Approved CLW data is converted into ERP-specific formats through deterministic, formulaic rules. This CLW to ERP conversion is reproducible and auditable. AI does not perform this step.

  • SAP, Oracle, Microsoft Dynamics, and custom ERP targets
  • Formulaic conversion logic
  • Reproducible output and audit trail

07

Ongoing monitoring and MDM

Ongoing

After migration, CellWise stays as the master data management layer. Teams can add items, modify BOMs, update routing, track VCM history, and monitor duplicates, gaps, drift, and quality issues.

  • VCM history, diffing, and rollback planning
  • Duplicate, gap, and drift monitoring
  • Ongoing master data quality management
Operating boundary

The conversion step is not a black box.

The linked workflow ends with a trust boundary. AI supports messy data preparation. Humans approve critical changes. Final ERP output is generated by deterministic, formulaic conversion rules that can be reproduced and audited.

AI handles ambiguity

Parsing, extraction, format detection, field mapping, unit normalization, and recommendations.

Humans approve critical changes

Manufacturing reviewers resolve exceptions and decide what becomes approved CLW data.

Determinism handles conversion

Final CLW to ERP output is formulaic, reproducible, and auditable. AI does not perform this step.