Resume Enrichment Feature

AI-powered resume improvement with targeted questions.

Overview

The enrichment feature helps users improve their master resume with more detailed content by:

1. Analyzing the resume for weak/generic descriptions
2. Asking targeted questions about their experience
3. Generating additional bullet points based on answers

How It Works

1. User clicks "Enhance Resume" on the master resume page
2. AI analyzes the resume and identifies weak/generic descriptions
3. User answers targeted questions (max 6 questions total) about their experience
4. AI generates additional bullet points based on user answers
5. New bullets are added to existing content (not replaced)

Key Design Decisions

• Maximum 6 questions: To avoid overwhelming users, the AI generates at most 6 questions across all items
• Additive enhancement: Original bullet points are preserved; new enhanced bullets are appended after them
• Question prioritization: AI prioritizes the most impactful questions that will yield the best improvements

Key Files

File	Purpose
apps/backend/app/prompts/enrichment.py	AI prompts for analysis and enhancement
apps/backend/app/routers/enrichment.py	API endpoints for enrichment workflow
apps/frontend/hooks/use-enrichment-wizard.ts	React state management for wizard flow
apps/frontend/components/enrichment/*.tsx	UI components for enrichment modal

API Endpoints

Endpoint	Description
POST /enrichment/analyze/{resume_id}	Analyze resume and generate questions
POST /enrichment/enhance	Generate enhanced descriptions from answers
POST /enrichment/apply/{resume_id}	Apply enhancements to resume