Gruve ERP Exception Consulting with Sema4.ai

The joint Invoice Exception Management solution processes accounts payable work items end-to-end, from intake through disposition, on a secure AWS-hosted architecture. Invoices enter through email, file upload, ERP/AP workflow, procurement systems, or other configured triggers. Sema4.ai Document Intelligence extracts structured data from PDFs and attachments, and Data Collections create a unified business view across invoice, purchase order, receipt, vendor master, contract, tax, approval, and payment data. Finance Skills perform extraction, normalization, matching, reconciliation, exception detection, prioritization, and audit-trail generation, while verified logic applies customer-approved rules for checks such as PO match, vendor validation, duplicate detection, tolerance thresholds, tax treatment, GL coding, and approval routing.

The solution identifies a wide range of exception types including new/stale vendor, vendor matching conflicts, duplicate invoices, low-confidence GL/CC coding, tax discrepancies, PO price and quantity mismatches, missing PO or goods receipt, amount anomalies, approval-threshold exceptions, and invoice math errors. Each item routes either to automated resolution or to human review with full context. Routine cases are resolved automatically with recommended actions, and judgment-based items are escalated to analysts with supporting evidence.

Target industries include technology, manufacturing, retail, healthcare, business services, and other high-volume AP environments with complex vendor ecosystems and audit-sensitive controls. The solution integrates with SAP, Redshift, Snowflake, and vendor master repositories through approved connectors, APIs, MCP servers, flat files, or database access.

Gruve leads customer discovery, AP process mapping, integration design, data readiness, implementation, UAT, change management, and managed improvement. Sema4.ai provides the enterprise agent platform, runbooks, Skills, Document Intelligence, governed execution, auditability, and product support. AWS provides the secure cloud foundation leveraging Amazon Bedrock, Amazon EKS or ECS, Amazon S3, Amazon RDS or Aurora, AWS Lambda, Amazon EventBridge, Amazon SQS, AWS KMS, Amazon CloudWatch, AWS CloudTrail, AWS IAM, and AWS PrivateLink. The platform can run inside the customer's own AWS account and VPC for data residency, security, and governance control.

A proof of concept can be production-ready in as few as four weeks, with a structured timeline covering AP discovery, PoC build for prioritized exception sets, validation against customer sample data, ROI modeling, and production architecture planning.