Detection as Quality Control for Independent Work

[johnblockbuster]

Freelancers don’t have editors, review boards, or multiple layers of approval. Every deliverable goes straight from the individual to the client, which makes quality control both critical and fragile. Under deadline pressure, it’s easy to let AI-generated phrasing slip through unchecked.

An AI checker acts as a final pause — not to police usage, but to preserve standards. It helps freelancers ask one essential question before hitting send: Does this still sound like me? By catching automation creep early, freelancers protect their voice, their credibility, and the long-term trust that sustains independent careers.

[chainsniff]

“automation creep” is such a real thing, you dont notice it till everything sounds the same