| Document coverage | Which invoice formats still need keying or correction? | Multimodal extraction and visible review for difficult documents |
| India controls | Where do GST, TDS, 2B and MSME checks occur? | Controls embedded in the invoice workflow |
| PO/GRN exceptions | Can users see why the match failed? | Line-level evidence, tolerances and routed resolution |
| Workflow resilience | Can failures be traced and retried safely? | Durable execution with visible activity history |
| Integration scope | Must every entity use the same SAP architecture? | API and file patterns across SAP and non-SAP environments |
| Commercial fit | What is the cost of licenses, implementation and residual manual work? | Volume-based model validated through a controlled pilot |