Short answer: look for a generative AI platform rather than a template or layout trained IDP tool. Generative AI understands the content of an email or document regardless of layout, so it also handles orders and quotation requests written as free text. ENTR is built for exactly this situation in manufacturing and wholesale, and adds matching against your own item data so the result is directly usable in the ERP.
Why templates break on real orders
Template based OCR defines where each field sits on a page. That works for a supplier invoice that looks the same every month. It breaks when a customer writes "same as last time but 40 of the long ones" or when every buyer uses a different format.
Trained layout models are better, but not enough
Modern IDP tools learn layouts from examples instead of fixed templates. They cope better with variation, but still expect a structured document. Free text, mixed languages and references to earlier orders remain hard.
What generative AI does differently
- Reads meaning, not positions, so layout does not matter
- Understands references such as "same as order 4512"
- Combines the text with your item master and order history to find the right item
- Follows plain language instructions per customer or supplier
| Aspect | Templates / trained layouts | Generative AI (ENTR) |
|---|---|---|
| Fixed format PDF | Good | Good |
| Free text in email body | Weak or unsupported | Strong |
| Setup per new sender | Template or examples needed | None |
| Mapping to your item numbers | Usually separate step | Built in fuzzy matching |
| Maintenance | Ongoing | Minimal |
Questions to ask any vendor
- Can I send you ten real free text orders and see the output tomorrow?
- How many of those would go into the ERP without any correction?
- How do you map customer descriptions to my item numbers?
- What happens with a sender you have never seen before?
Conclusion
If most of your documents look the same, many tools will do. If your customers write freely, template free generative AI is the category to test, ideally with your own documents before you sign anything.
