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

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.
- 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.
Industrial Businesses Across 3 Continents