Skills
ProficiencyCan they build quality code?Measures coding proficiency, code quality, problem-solving accuracy, and the ability to deliver reliable software solutions.
For Talent Acquisition Specialists
Yesterday's hiring process won't identify tomorrow's developers.
Move beyond resumes, aptitude tests, uni-dimensional coding tests, AI-generated portfolios and AI-bot evaluations. SCAV™ identifies developers who can code, solve problems, work effectively with AI, and adapt to what's next.
The four signals of modern developer readiness
The Best
Developers
Today
Don't Just
Write Code.
Modern engineering requires more — a set of new hard skills.
Capability
Engineering ExcellenceCan they solve real engineering problems?Evaluates analytical thinking, engineering reasoning, code thinking and the ability to navigate coding challenges.
AI Collaboration
AI EffectivenessCan they work effectively with AI?Assesses how developers leverage AI tools to accelerate development, improve outcomes, and enhance engineering productivity.
Learning Agility
Learning VelocityHow quickly can they learn and adapt?Measures learning agility, adaptability, and the ability to acquire new skills and perform in rapidly changing environments.
»It's not just about coding — it's about thinking, adapting, and solving what's next.
♡SCAV™ is the unified score that combines all four signals into one predictive indicator of developer potential and job readiness.
Sample SCAV™ Report
What every recruiter sees — a full-signal candidate view
Akash Sharma
🎓 B.Tech, Computer Science
♙ Final Year
HIGH POTENTIALSCAV™ Score78/100Top 15%
SCAV™ Signal Scores
Skills82/100
Capability72/100
AI Effectiveness81/100
Learning Agility79/100
Classification
★ Star Performer
Akash demonstrates strong capabilities across key dimensions. Likely to excel in challenging roles and adapt quickly to new environments.
Percentile Rank
Talent BandTop 15%
L5
Talent BandTop 15%
L5
Talent Quadrant
Emerging
TalentStar
PerformerNeeds
DevelopmentSolid
Performer
TalentStar
PerformerNeeds
DevelopmentSolid
Performer
💡 Strong technical foundation with high learning agility and AI effectiveness.
AI Readiness Matters
AI Skills are easy to claim.
Hard to verify.
SCAV™ evaluates real AI effectiveness,
not just AI usage.
Prompt Efficacy
Prompt Quality + Prompt Effectiveness
AI Output Evaluation
Critically reviewing AI responses
Code Improvement with AI
Using AI to refine and optimize
Engineering Judgment
Applying domain knowledge
AI-Augmented Developer
More productive. Better outcomes.
✦SCAV™ doesn't just check if developers use AI.
It measures how effectively they collaborate with AI to build real-world solutions.
It measures how effectively they collaborate with AI to build real-world solutions.
Inaugural Edition · Introducing LNBE
India's Largest Employability Intelligence Initiative
The Litcoder National Benchmark Evaluation (LNBE) and integrated National Talent Intelligence Championship — one nationally benchmarked early-stage developer hiring pool.
National Benchmark Established
What Recruiters Receive
One developer profile.Hundreds of hiring signals.
SCAV™ reports give you deep, benchmarked insights to identify, compare and hire
engineering talent with confidence.
| ☐ | Candidate | SCAV™ | Percentile | Skills | Capability | AI | Agility |
|---|---|---|---|---|---|---|---|
| ☑ | Akash Sharma | 78 | Top 15% | L5 | L4 | L5 | L4 |
| ☑ | Priya Reddy | 76 | Top 18% | L4 | L5 | L4 | L5 |
| ☑ | Meera Nair | 69 | Top 25% | L2 | L3 | L4 | L3 |
| ☑ | Aditya Kulkarni | 68 | Top 25% | L3 | L3 | L4 | L3 |
| ☑ | Vikram Singh | 65 | Top 30% | L3 | L2 | L3 | L4 |
Responsible Talent Intelligence
Built for responsible talent
decisions
SCAV™ supports human judgement. It does not replace it.
Privacy & Security
Enterprise-grade data governance and access controls.
Responsible AI
AI signals contribute to insight, never the sole decision basis.
Benchmark Integrity
National benchmarks support workforce planning, anonymized and aggregated.
From startups to enterprise GCCs
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