Human + AI: where the hand-off should actually happen
We spent a week inside a five-person growth team. The agents did the volume; people kept the judgement. Here is exactly where the line sits — and why it moves.
01 — The line is not where people expect
Teams assume the hand-off is “the machine writes, the human approves”. In practice the useful line sits earlier: the machine does the research and proposes the segment, and a person decides whether that segment is worth a quarter of the team’s attention.
02 — What moves the line
Two things: how expensive a mistake is, and how quickly it becomes visible. Where an error shows up within a day and costs a follow-up email, let the system run. Where it shows up in a quarter and costs a relationship, keep a person in front of it.
03 — What we would not automate
The first conversation with a partner in a new market, pricing, and anything that requires remembering what was promised to somebody two years ago.
Andrei Parfenchyk International sales and market expansion Andrei spent nearly ten years as an export manager at B4S, LLC, running international trade end to end: relationships with foreign suppliers and contractors, customs clearance, export documentation, and the technical and commercial support that B2B and B2C clients need after the contract is signed. 
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