From Cursor to production: a rescue playbook
AI-coded MVPs that are 70% there are everywhere. Here's the 5-step playbook our experts use.
Most teams ask us the same question when they post their first brief: "what does good actually look like?"
It's a fair question. The marketplace is full of pretty demos, decks that promise the world, and pricing that bears no relationship to what gets shipped.
The three things that matter
When we audit work shipped through AiHIRE, three signals predict whether a project will land successfully — every single time.
1. The brief is concrete, not aspirational.
"We want an AI agent that books meetings" is aspirational. "We want a WhatsApp agent that captures real-estate leads from Property Finder, qualifies them via 8 questions, and books on Bitrix calendar" is concrete. The second brief gets 2.4× more proposals — and the proposals are more accurate.
2. The expert ships in milestones, not a single drop.
One of the strongest predictors of success on AiHIRE is whether milestones are broken into 3 or 4 chunks rather than a single delivery. It forces alignment early — and gives both sides natural points to course-correct.
3. Trust is built in writing.
Verbal alignment in calls feels great in the moment and falls apart in disputes. Our highest-rated experts default to written summaries after every call: "here's what we agreed to, here's what's out of scope, reply if you disagree." It's not bureaucratic — it's care.
What this means for your next project
If you're posting a brief on AiHIRE, you don't need to be a marketplace expert to get this right. The platform's AI brief builder will help you get to a concrete, milestoned, written brief — even if you start with a single sentence.
If you're an expert reading this, the takeaway is simpler: the experts who ship best on AiHIRE are the ones who treat the marketplace as a craft. Every brief is a chance to set a higher bar.
Whether you're hiring or shipping, that's the work.
— From Cursor to production