The Science Behind Cloudvyn's Interview Readiness Score (IRS)
How Cloudvyn converts real voice answers, live coding accuracy, and STAR responses into verified job fit index.
How Your 0-100 Match Score is Calculated
Technical Problem Solving & DSA
Evaluates algorithmic accuracy, time/space complexity optimization, code structure, and edge-case handling across live coding challenges.
Behavioral STAR Delivery (Voice AI)
Measures response structure (Situation, Task, Action, Result), speaking confidence, clarity, and conciseness under live voice simulation in English or Hindi.
ATS Resume Integrity & Keywords
Checks for enterprise ATS readability, actionable project impact metrics, role-specific technical keyword coverage, and format cleanliness.
Group Discussion & Articulation
Assesses real-time initiation, turn-taking, counter-argument phrasing, and active listening recorded in Cloudvyn's multi-participant GD Simulator.
How AI Job Matching & Auto Apply Works
From mock interview practice to direct job submissions in 4 seamless stages.
Your profile already knows you
Resume, skills, and — uniquely — your mock interview history: what you handled well, where you froze, and what your Interview Readiness Score looks like by topic.
We match against live listings
New roles are pulled in continuously from verified job boards and company career pages across India, then scored against your profile using semantic matching — not just keyword overlap.
Interview signal adjusts your ranking
Scored well on system design in your last 3 mocks? SDE roles with a strong design component rank higher for you specifically. Struggled with SQL? Data roles get flagged so you can prep first, not get filtered blind.
Apply — assisted or one-click
For roles with direct application access, apply in one click with your tailored resume attached. For everything else, we prep a tailored resume and cover letter and take you straight to the employer's application.
Frequently Asked Questions
Everything you need to know about AI job matching, IRS benchmarks, and safe auto-apply.