Evidence note · 2026-09-23
A proposal draft that survived contractor review
“I thought there was no way AI would generate exactly good enough wording for a project like that not to have to change it. I didn’t add a single thing to it.”
Austin W. · Trades contractor
Context
The feedback was shared directly after Austin reviewed a generated proposal for a real project.
Verified outcome
The proposal wording required no additions from Austin during that review.
Evidence boundary
Direct customer feedback retained by Tulboxx. No revenue, close-rate, or time-saved claim is inferred from this statement.