| Primary role | Delivered finance workflow with AI and professional review | Ledger platform the customer or accountant operates | Professional service with manual collection and processing |
| Document handling | Photos, PDFs, scans, handwriting, multilingual records, and chat attachments | Depends on user workflow and connected tools | Often depends on manual collection and data entry |
| Detail | Line-item and SKU-level extraction where available | Records what users enter | Depends on agreed process and manual effort |
| Judgment and accountability | Qualified professionals review exceptions and agreed work | Software does not replace professional judgment | Provided by the firm within the engagement |
| Traceability | Entries link to source documents | Depends on records and setup | Depends on the firm’s process |