The problem
Every freelancer knows this pattern. A client reaches out, you figure out what they need, and then you spend the next two hours writing a scope document that looks professional enough to actually send. It covers deliverables, timelines, assumptions, exclusions, pricing notes. It is not the hard part of the job, but it eats the most time before the job even starts. Every single time.
The approach
- Built a prompt pipeline that takes a single line describing the project and expands it into a fully structured scope document — deliverables, timeline breakdown, out-of-scope clarifications, payment terms, and assumptions
- A heavily engineered prompt chain runs behind the scenes, with GPT-4 doing the heavy lifting on the content
- The output renders into a clean, professionally designed PDF that looks like it took hours to put together
- FastAPI backend handles the generation logic; a Next.js frontend manages the flow from prompt to downloadable PDF
The result
What used to take two hours now takes under 60 seconds. The output is polished enough to send directly to clients without editing. Built as a real usable product, not a proof of concept sitting in a Colab notebook.