How I Built an AI Interview Preparation Platform

Short summary

The author describes building an AI-powered interview preparation platform that analyzes resumes and job descriptions to generate role-specific mock interviews. The platform uses LLMs with structured context to produce adaptive questions, evaluate answers on technical accuracy and communication, and deliver detailed feedback reports. Key lessons include the importance of structured context for LLM quality and the value of actionable improvement feedback over simple pass/fail scoring.

• •AI interview prep platform generates role-specific questions from resume and job description analysis
• •Multi-factor answer scoring covers technical accuracy, completeness, communication, and depth
• •Structured context and small prompt changes significantly improve LLM response quality

Generated with AI, which can make mistakes.