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Specialty Chemicals | Finance Transformation

Batch-wise & Product-wise Costing

Finance-grade batch costing and traceability solution built on SAP for a complex, multi-unit specialty chemical manufacturing environment.

100%

Costing acceptance

Gemba Connect engagement

Batch-wise & Product-wise Costing

70–80%

Effort reduction

95%+

Accuracy

Objective

Achieve precise batch-wise costing for PDMB, NDMB, 2,5-DMA and other products while providing reliable monthly product-wise costing for pricing and margin decisions.

  • Achieve precise batch-wise costing for PDMB, NDMB, 2,5-DMA and other products
  • Provide reliable monthly product-wise costing for pricing and margin decisions
  • Enable full parent–child batch traceability including partial consumption and by-product reuse
  • Eliminate dependence on Excel and Google Sheet formulas
  • Standardize SAP data entry via SOPs

Business Problem

The warehouse faced operational inefficiencies due to manual processes and limited system intelligence, resulting in delayed store replenishment. Material traceability was a major issue across production units.

  • Material traceability was a major issue across multiple production units
  • Significant time wasted searching for material and cross-referencing batches
  • High manpower engagement for fetching cost data from SAP
  • Delivery to stores was impacted and delayed due to costing bottlenecks

Strategic Framework & Solution

Agile delivery with MoSCoW prioritization was used due to evolving costing edge cases and the client's emphasis on precision over features.

  • Discovery & Design: Requirement gathering, process mapping, SAP data understanding.
  • Build & Integration: Development of core costing modules, Fleet Tracker integration, and automated SAP-to-system data pipelines.
  • Pilot & Validation: Controlled rollout, batch-wise costing validation, GPS tracking verification, finance-led sign-off.
  • Scale & Optimization: Full-scale rollout across warehouses and plants, SOP enforcement, continuous optimization.

Solution Overview

A comprehensive batch-wise and product-wise costing solution was implemented to address the complexity of multi-stage manufacturing and cross-unit material flows. The solution treats each production batch as a parent entity, linking all consumed raw materials and in-house intermediates as child batches. It supports partial batch consumption with accurate cost carry-forward, ensuring precise traceability across production stages.

  • Automated SAP-to-costing data pipeline — production, material movements, batch records, and cost data extracted nightly from SAP into the costing engine
  • Completely eliminates manual query execution, Excel exports, and formula-based calculations
  • Finance-friendly costing interface — select product code and date range to generate batch-wise cost and monthly product cost outputs
  • Standardized SAP data entry SOP defined and enforced, eliminating duplicate postings and incorrect material issues

Key Features Implemented

  • Batch-wise costing engine
  • Product-wise monthly costing
  • Parent–child batch mapping across units
  • Mixed RM handling (vendor + in-house)
  • Automated nightly data refresh
  • Standardized SAP entry SOP

Before vs After Comparison

  • Trust in costing: Low confidence → Accepted by finance — 100%
  • Effort per cycle: High manual effort → Automated — 80% reduction
  • Costing Accuracy: Inconsistent → Reliable — 95%
  • Batch Traceability: Limited → Full parent–child — 100%
  • Scalability: Complex formulas → Stable model — Scalable

Deployment Impact & Business Value

  • 100% — Batch-wise costing acceptance by finance after SOP and validation
  • 70–80% — Reduction in manual effort by eliminating SAP queries and Excel handling
  • 95%+ — Accuracy improvement in pricing and margin decisions using batch costs
  • 100% — Parent–child batch traceability across stages, units, and by-products

Client Portfolio

Leading Indian specialty chemical manufacturer ("Crystal") producing intermediates and specialty products such as 2,5-dimethylaniline. Operations span 4–5 production units across India.

  • Industry: Chemical manufacturer
  • Operations: 4–5 production units across India
  • Products: PDMB, NDMB, 2,5-DMA and other specialty intermediates

Industry Use Cases

Specialty chemical and chemical intermediates manufacturers running SAP, with multi-stage manufacturing, multiple plants and cross-unit batch flows, and significant by-product reuse.

  • Plants requiring accurate batch-wise costing for margin and price setting
  • Traceability for audits, quality investigations, and regulatory reporting
  • Environments where SAP alone is not delivering the required granularity

Strengths, Weaknesses, Opportunities & Threats

  • Strength — Finance-grade accuracy with SAP integration
  • Strength — Full parent–child batch traceability
  • Strength — Automated data pipeline eliminating manual effort
  • Weakness — Initial SAP configuration complexity
  • Weakness — Dependency on consistent master data quality
  • Opportunity — Expansion to additional product lines and plants
  • Opportunity — Predictive costing with AI/ML models
  • Threat — Raw material price volatility affecting cost baselines
  • Threat — Regulatory changes in chemical industry compliance

Conclusion

The batch-wise costing project for the specialty chemical manufacturer successfully bridged the gap between SAP's standard costing capabilities and the client's need for highly granular, traceable cost information in a complex, multi-stage environment. By combining an automated SAP data pipeline, a robust parent–child batch model, and a simple finance-friendly interface, the solution delivered precise batch-wise costing while significantly reducing manual effort and spreadsheet dependency.

Key takeaways
  • 01

    A nightly automated SAP-to-costing data pipeline eliminated manual queries and Excel formulas, cutting costing effort by 70–80%.

  • 02

    Parent–child batch mapping gave a specialty chemical manufacturer full traceability across partial consumption and by-product reuse for the first time.

  • 03

    Finance accepted the new batch-wise costing outputs at 100% after SOP enforcement and validation — a direct measure of trust in the numbers.

  • 04

    The same automated-pipeline-plus-SOP pattern is repeatable for any SAP-run chemical manufacturer where spreadsheets have become too complex to trust.

Trusted by Industry
500+

Industrial Businesses Across 3 Continents