I connect the tools you already use and cut out the manual copy-paste in between. Most builds run on Python with some backend glue code, sometimes n8n or Zapier when that's the faster route. Where it fits, I add an AI step for anything that needs judgment, like sorting a lead or drafting a first-pass reply.

You get the working automation plus a short walkthrough of how it's built, so it's not a black box you can't touch later. Scope depends on how many tools are involved. Most builds land between 3 days and 2 weeks.