OfferPilot

OfferPilot generates tailored resumes and cover letters from a candidate's own history and a specific target role. The interesting constraint is everything surrounding the generation rather than the generation itself, which is by far the most straightforward part.

An LLM call is non-deterministic, occasionally slow, and sometimes simply wrong, and the application has to stay usable in all three of those situations. Generation sits behind its own boundary, so provider and prompt strategy stay private implementation details.

The candidate profile is structured data rather than prose, modelled once and re-projected for each individual application. Output is always treated as a first draft: people edit it, regenerate individual sections, and keep versions side by side for comparison.