AI product · Case study
CoPrep AI
An AI assistant for interview preparation and live support.
Problem
The job the product needed to do.
Interview preparation is fragmented across question banks, resume tools, generic advice, and live practice. The product needed to organize those activities around a candidate’s role and application context.
Solution
A web product for AI-assisted interview preparation and real-time question support.
Candidate context from resumes and job descriptions to make guidance more relevant.
Supporting career workflows including mock interviews and resume-focused tools.
Engineering focus
Designing a responsive AI interaction loop that presents useful information without overwhelming the interview flow.
Organizing several career workflows inside a consistent account and product experience.
Building clear states for AI processing, user inputs, and generated guidance.
Outcome
What the live product enables.
These are demonstrated product capabilities, not unsupported revenue, adoption, or time-saving estimates.
- A live product that supports interview preparation and real-time interview assistance.
- One account experience spanning interview, resume, and job-search tools.
- A product foundation that can support role-specific and multilingual assistance.
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