Enterprise back-office automation: from 12-day cycles to 4

The situation

A 400-person B2B services organization processed 2,800+ vendor and client transactions monthly across NetSuite, Salesforce, and email-driven exception queues. Operations teams spent an estimated 45% of capacity on document review, status updates, and manual handoffs between systems.

The constraint

Leadership had run three AI pilots — chatbots and RPA scripts — that never reached production. Compliance required full audit trails, role-based approvals, and no autonomous changes to financial records without human sign-off.

• •ERP replacement was off the table for 18+ months
• •Data lived in PDFs, email threads, and three systems of record
• •Internal engineering was fully allocated to product roadmap

The approach

AgentBiz scoped a single production workflow: vendor onboarding document intake → validation → ERP staging → finance approval. The architecture included:

• Document intelligence agents extracting fields from W-9s, contracts, and banking forms
• Rules engine for validation with automatic escalation on low-confidence extractions
• Integration layer writing staged records to NetSuite with full request/response logging
• Operations dashboard for queue management and SLA tracking

Results (12 weeks post-launch)

Client name withheld under NDA. Metrics from production workflow telemetry and operations team time studies.

What made it stick

The program succeeded because it targeted one measurable workflow, embedded governance from architecture day one, and kept humans in control of exceptions. Phase two expanded to order exception management using the same agent patterns and integration standards.