Build verified projects. Practice daily. Get discovered by companies that hire for thinking quality.
Who it's for
For Students
Build real projects, get AI-verified at every stage, and grow a profile that shows companies how you think — not just what you submitted.
For Companies
Browse verified Thinking Profiles. Every decision, every failure, every recovery — not just the final output.
For Colleges
Get individual student quality data, track progress over time, and generate placement and accreditation reports automatically.
How it works
Coding, aptitude, communication, and gaming assessments — the four rounds companies actually test.
4-stage AI-verified framework. Each stage must be passed before the next one unlocks.
Every session builds your cognitive fingerprint — reasoning depth, AI usage quality, consistency.
Companies browse profiles filtered by skill, domain, and thinking quality — not just college name.
Project Builder
Software and hardware projects follow separate tracks. Each stage is checked by AI before the next one opens.
Define the problem, the user, and why existing solutions fall short.
Define the problem, target user, and component hypothesis.
AI checks
Novelty score + 3 questions to answer before Stage 2 unlocks
Architecture, tech stack, timeline, and key assumptions.
Schematic, component list, power budget, supplier research.
AI checks
Technical soundness + depth of understanding verified
Working code, commit history, debugging logs, AI usage record.
Simulation or breadboard test with documented failures and fixes.
AI checks
Evidence of real work — failures, iterations, and recovery
Final demo + reflection on what changed, what failed, what you learned.
Final build or simulation + honest reflection on the process.
AI checks
Reflection must be specific to your journey — not generic
Stage 1 — Novelty Score
When you submit Stage 1, Mindlark scores your idea's novelty, identifies what already exists, and highlights your specific gap. Then it gives you three questions to answer before Stage 2 unlocks.
For Companies
Verified project process — decisions, failures, recoveries, and AI usage quality.
Filter by skill, domain, college, and AI usage score — not resume keywords.
Post a real problem. Receive full journey data on every submission, not just the final answer.
Pre-screened candidates with verified project journeys. Know who you are hiring before the interview.
Software Engineering
Full-stack, backend, DevOps — verified through real project work.
Hardware Engineering
VLSI, embedded systems, PCB design — a pipeline no other platform offers.
For Colleges
Continuous student activity data — placement readiness scores, individual contribution tracking, and auto-generated accreditation reports.
Know which students are ready 3 months before placement season, not the day before.
See who actually did the work in group projects. Shared credit is tracked individually.
Auto-generated outcome documentation from ongoing student activity.
College Pilot
Early college partners shape pricing, feature priority, and the report templates their NAAC committee actually uses. Every enrolled student gets full access on us.
Sign up with your college email to get started.