The challenge
Compress a repetitive, high-stakes writing task into a workflow that still feels personal and credible.
AI workflow product / 2022
A proposal copilot that helps freelancers respond faster with stronger, more relevant pitches.

The engagement
One connected product story, from the problem worth solving to the system now in the world.
Compress a repetitive, high-stakes writing task into a workflow that still feels personal and credible.
We built a profile-aware generation system and browser-based workflow that meets freelancers where they already work.
A shorter path from opportunity to polished proposal, without forcing users to rebuild their context every time.
Inside the system
One-click generation
Profile-aware writing
Reusable experience library
In-context workflow
Next case / 09
MongoAgg