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Manish Chavan

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AI Interview Platform

Generative AI

Assessment product that generates technical interview questions on the fly and scores candidate responses automatically.

Closed source, built at Assesshub. No public repository.

Overview

An interview platform inside Assesshub's assessment product. Rather than drawing from a fixed question bank, it generates technical questions dynamically per candidate and evaluates the responses automatically, so assessments can cover a wider surface without a proportional amount of manual authoring and review.

Role

Built at Assesshub on Next.js and TypeScript, covering question generation, the evaluation pipeline and the candidate-facing interface.

The hard part

Model output had to be dependable enough to sit in a live assessment flow. Generated questions needed to stay on-scope for the role being tested, and scoring had to stay consistent between runs rather than drifting with phrasing.

Architecture

Next.js and TypeScript across the application, with generative AI driving both question generation and response evaluation.

Stack

Next.js · TypeScript · Generative AI