Agent · 01·c · Performance Improvement

Resolve procurement friction
before it costs you.

Intake, POs, invoices, and approvals are full of exceptions, rework, and aging loops. The Agent catches each one, auto-resolves what it can, and routes the rest with the context to clear it fast.

Manual work and fragmented tools keep cost in place. Savings get consumed by rework, handoffs, missing data, invoice exceptions, supplier setup delays, approval loops, contract mismatches, and email-based coordination — every one of which has a fix that nobody owns.

Exceptions resolved in flight — recurring causes pulled out at the root. Across intake, POs, invoices, and approvals in four steps.

01
Monitor
Workflow signals

Intake, POs, invoices, and approval queues are watched in flight; missing data, mismatches, duplicates, and aging cases surface as they happen.

02
Classify
Each exception

Issues are typed by root cause, owner, urgency, and resolution path — policy interpreted, documents matched, duplicates collapsed.

03
Resolve
Auto or route

Routine corrections complete themselves; missing-data outreach is drafted; judgment-heavy cases route to the right human with context and recommended action.

04
Recommend
Process fixes

Recurring causes cluster into a backlog of intake, policy, tolerance, and approval changes that prevent the next exception entirely.

The output

“The cheapest exception is the one that never happens.”

The Friction & Exception Control Tower: a prioritized exception queue, an auto-resolution log, a root-cause dashboard, a manual-effort reduction tracker, policy and approval recommendations, and a process-fix backlog.

Friction & Exception Agent · Resolution Map
Where work stalls between sourcing and payment.
12 / 26
Open exceptions by type
Invoice mismatch 1,420
Missing intake 1,140
PO changes 720
Supplier setup 480
Approval aging 290
Top findings
0164% of invoice mismatches resolve without human review
02Average exception aging 6.2 days; 22% never close
033 root causes drive 71% of recurring friction across BUs
04Action: tighten intake fields & PO tolerances — prevent 38% of future exceptions

Stop paying for
the same exceptions twice.

Next step
Request a sample run

We’ll run your intake, PO, invoice, and approval data through the Agent and walk you through the open exception queue and root-cause map in a working session.