I made HiredCopilot an AI tool that helps you tailor your resume for a specific job description and I made it different. Apart from all the features a usual AI resume tailoring app has, I made it so that it never invents ANYTHING that you can't defend in an interview.
Here is how that specific part works: The tailoring pass is constrained to the source content and a check diffs the generated claims against the original resume so invented specifics get caught instead of shipped. The UI also shows a before/after of exactly what changed so nothing gets silently added.
The stack is Next.js + FastAPI, Claude for the AI and OF COURSE rate limiting cuz i don't want a 10k$ bill. It is free to try without an account (there is a no-login resume check), with a paid tier for unlimited tailoring. You can check it out here: hiredcopilot.com.
I would appreciate your guys feedback, especially on the anti-fabrication approach and also what can i do to make the app better or any errors you may find that need a fix. If you have worked on grounding or faithfulness for LLM output i would love to hear from you on how to do this better.