A closer look at Rezzie.
Rezzie brings document intake, role analysis, AI-assisted rewriting, and export into one focused application workflow. Its central product decision is to improve the way a person presents their experience while keeping the source facts intact. That makes the review experience as important as the generation itself.
The challenge
A resume can contain the right experience and still make it difficult for an employer to see the connection to a role. Rewriting it for every application takes time, while unconstrained AI can introduce unsupported skills, credentials, or achievements. The challenge is to make a candidate's relevant experience easier to find without turning a better match into a different story.
The product experience
The workflow starts with a resume supplied as a file or text, followed by a job description supplied as text, a file, or a public link. Rezzie identifies relevant responsibilities and language, then creates a draft for the candidate to review. A browser editor keeps wording and formatting under the user's control, with TXT, PDF, and DOCX exports for the final application.
- One guided path from resume and job-description intake to a reviewable draft.
- Confirmed career facts can support future applications without rebuilding the source material.
- An editor and multiple export formats keep the candidate in control of the final document.
Product & engineering
The product separates original experience, the requirements of a role, and the resulting draft. A private Career Record holds confirmed facts for reuse; review gates keep imported material from silently becoming accepted experience. The public offering also includes a Chrome extension workflow and a choice between a personal Anthropic key and managed credits. These are connected product paths around the same source-to-review process.
The decisions that shape the work
Ground the rewrite
Match the language of a role to experience the candidate has actually supplied.
Make review part of the flow
Keep uncertain details visible, with an editable draft before export.
Keep the output portable
Support familiar document formats alongside reusable career facts for the next role.
Working within the constraints
- Employers, dates, qualifications, tools, and achievements must come from supplied experience.
- Imported career facts need confirmation before they can become reusable source material.
- The final document needs to remain editable and useful outside the application.
Have a similar challenge?
For teams building document-heavy AI products, Rezzie shows how source constraints, review gates, and familiar editing tools can turn model output into a useful user workflow.
Talk about your project
