| Customer & staff questions | 5 Time it eats: 5 of 5, most of a role.
| 4 How ready your data is: 4 of 5, mostly there.
| An assistant over the documents you already have, escalating to a person when it isn't sure. The fastest honest win in most businesses. |
| Document processing | 5 Time it eats: 5 of 5, most of a role.
| 3 How ready your data is: 3 of 5, workable.
| Pull the fields out and push them into the systems you already run. We sample-check batches before anyone trusts the output. |
| Quoting & proposals | 4 Time it eats: 4 of 5, a lot.
| 3 How ready your data is: 3 of 5, workable.
| Draft from your own past quotes so it sounds like you. A person still prices it and a person still signs it. |
| Compliance evidence Human sign-off | 4 Time it eats: 4 of 5, a lot.
| 2 How ready your data is: 2 of 5, patchy.
| Gathering and formatting the evidence, yes. Deciding whether you comply, no. That stays with a person who carries the accountability. |
| Reporting & reconciliation | 3 Time it eats: 3 of 5, a real slice.
| 4 How ready your data is: 4 of 5, mostly there.
| Most of the time this is a data-plumbing job in an AI costume. We'd fix the pipeline first, then see what is left worth automating. |
| Onboarding & internal knowledge Not yet | 3 Time it eats: 3 of 5, a real slice.
| 2 How ready your data is: 2 of 5, patchy.
| There is nothing to search until the knowledge is written down. Write it down first; that alone solves most of the problem. |
| Rostering & scheduling We'd say no | 3 Time it eats: 3 of 5, a real slice.
| 1 How ready your data is: 1 of 5, scattered.
| Constraints and rules solve this better and cheaper than a model does. We'd talk you out of it. |