TwinGraph Entity Resolution for ERP
9/10
Demand Score
Duplicate and inconsistent master data is causing shipment misroutes, credit limit breaches, and revenue leakage due to misapplied pricing and terms.
8/10
Blue Ocean
Competition Level
$2k-12k
Price/Month
Predicted customer spend
8 days
Time to MVP
Difficulty: Hard
The Problem
A domain-tuned entity resolution service for customers, vendors, materials, and locations across multiple ERPs. Combines deterministic rules (tax IDs, IBAN, GLNs), probabilistic matching (fuzzy names/
🔗 Validated by Real User Complaints
This problem has been verified through 5 real user complaints:
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Competitor Landscape
- Tamr
- Reltio
- Informatica MDM
- Senzing
- Semarchy
Must-Have Features for MVP
Hybrid deterministic+ML matching with active learning
Graph-based confidence propagation across relationships
Explainable match rationales and audit trails
Human-in-the-loop review queue with SLAs
Survivorship policy builder and simulation
Crosswalk ID management and back-sync connectors
What-if sandbox to assess merge impact
Quality dashboards (duplicate rate, trust score)
⚠️ Potential Challenges
- Gold record governance and business sign-off
- Complex survivorship policies across regions
- Write-back risks and replication timing
- PII handling and GDPR/CCPA obligations
Risk Level: Moderate
🎯 Keys to Success
- 80%+ reduction in duplicates within 90 days
- <10% of candidates require human review
- Zero irreversible bad merges due to full auditability
- Golden records consumed by 3+ critical processes
- Fewer chargebacks and returns tied to master data issues
Ready to Build This?
This hard-difficulty project could be your next micro-SaaS success.