← All work
Case study · 08/08
Resume Analyzer
LLM pipeline rewrites resumes for specific roles with visible diffs.
(01) Problem
Users needed to tailor resumes for specific job descriptions. Manual rewriting was time-consuming and made it difficult to track changes.
(02) Approach
- 01Built a Next.js application with PDF.js for document parsing.
- 02Implemented a Langbase pipeline to process the resume against the job description.
- 03Developed a diff view to display original, optimized, and changed text side-by-side.
- 04Structured the output to ensure every edit generated by the LLM was visible to the user.
(03) Architecture
PDF UploadPDF.js ParsingLangbase PipelineLLM RewritingDiff View
(04) The hard part
The technical challenge was generating a clear diff view from the LLM output. The solution involved structuring the pipeline to compare the original text with the optimized version explicitly.
(05) Result
Reported 45% increase in interview callbacks for users.