AI & automation

Where can AI make a workflow genuinely better?

Start with a clear job to be done, then measure whether automation improves the experience for the people doing the work.

AI is most useful when it removes a specific, repeated piece of effort. It is least useful when it is added because it is possible.

Start with the job

Pick a workflow where people repeat the same reading, sorting, or drafting many times a day. Define what good output looks like before choosing any model.

Measure the experience

Track time saved and error rates, and ask the people doing the work whether it helps. Keep a human review step until the numbers say otherwise.

All insights

More insights

AI assistants / 26 Oct 2026

Adding an AI assistant to your CRM, ERP, or HRM

How an assistant built into the systems you already run can answer questions, draft routine work, and take actions with the right permissions.

Ready to build something that lasts?

Whether it's an AI assistant, a CRM, or an internal system that has outgrown spreadsheets, we'll help you plan the right next step.