Odoo + AI: automating quote-to-cash without breaking finance
Where machine learning genuinely helps inside an ERP, where it absolutely should not go, and how to keep an auditable trail through both.
ERP automation projects fail in a specific way: someone points a model at a process finance depends on, and the first unexplained number ends the project.
Automate the reading, not the deciding
Extracting line items from a supplier PDF is a great use of a model. Deciding whether to pay it is not. Draw that line explicitly and put a person on the other side of it.
Everything writes an audit record
Every automated field carries who or what set it, with what confidence, from which source document. Finance will ask. The answer has to be one click away.
Confidence thresholds route work
High confidence posts straight through. Middling confidence lands in a review queue. Low confidence never touches the record. Tune the bands against how expensive a mistake actually is.
Measure hours, not accuracy
The number the business cares about is time removed from the process. Track it from day one, because it is what pays for the next phase.