ERP AI Sidecar with Simulation Twin (EAST)

E-commerce Platforms
🔥
9/10
Demand Score
Leadership demand for AI outcomes is immediate, but direct ERP automation is risky without guardrails and data alignment.
🌊
8/10
Blue Ocean
Competition Level
💰
$4k-20k
Price/Month
Predicted customer spend
⏱️
12 days
Time to MVP
Difficulty: Expert

The Problem

Reliance on third-party apps:

Competitor Landscape

  • SAP Joule
  • Microsoft Copilot for Dynamics
  • Oracle Fusion AI
  • C3.ai
  • Databricks Lakehouse AI
  • Cohere/Anthropic/OpenAI orchestration platforms

Must-Have Features for MVP

Connectors for SLT/IDoc/OData/GoldenGate/Dataverse
Semantic layer with row/column-level security and masking
Vector+temporal store for RAG on ERP entities
Guardrailed task agents with policy-as-code and approvals
Simulation twin to rehearse postings and detect constraint violations
Prebuilt AI skills for common ERP pain points
Audit logging with replayable decision traces
Cost controls: prompt caching, small model routing, batch inference

⚠️ Potential Challenges

  • Low-latency CDC from proprietary ERP stores
  • PII/financial data governance and masking
  • Agent action safety and human-in-the-loop UX
  • Change management for AI-assisted workflows

Risk Level: High

🎯 Keys to Success

  • Measured cycle-time reduction on target workflows (30–60%)
  • Zero P1 incidents from AI actions due to twin guardrails
  • User trust via transparent reasoning and approvals
  • Operational cost savings from right-sized inference and caching

Ready to Build This?

This expert-difficulty project could be your next micro-SaaS success.