For Colleges · Universities · Skill Institutes

From admission to offer letter.
Every student, placement-ready.

Learner360 for Colleges is the employability platform for higher education — AI mock interviews, industry-benchmark spoken English, aptitude and domain prep, and career matching, with dashboards that show TPOs exactly which batch is ready and which needs work.

1st yr →final placement

A readiness journey that starts at admission, not in the panic of eighth semester.

mock interviews

Unlimited AI interview practice — HR, technical and domain rounds.

200+career roles mapped

NSQF-aligned role matching from interests, aptitude and skills.

1TPO command centre

Batch-wise readiness, drives, and recruiter-facing evidence in one place.

The placement-readiness loop

Assess. Prepare. Prove. Place.

Employability isn't a final-year workshop — it's a measurable loop that runs every semester.

01 · Assess

Baseline every student

Spoken English, aptitude, domain knowledge and interest profile — captured in week one, refreshed each semester.

02 · Prepare

Practise the gaps

Personalised prep queues: speaking drills, aptitude sets, domain MCQs and interview roleplays matched to each student's gaps.

03 · Prove

Certify readiness

Digital certificates and shareable interview scorecards — evidence recruiters can open in one click.

04 · Place

Run sharper drives

TPOs shortlist by readiness, not guesswork — and walk into recruiter meetings with batch-level proof.

What students get

The placement toolkit, powered by AI

01 · Interviews

AI mock interviews with shareable scorecards

Students face a realistic AI interviewer — HR round, technical round, domain round — as many times as they need. Every session ends in a scorecard they can attach to applications and TPOs can show recruiters.

  • HR, technical and role-specific interview modes
  • Question banks per branch, company type and difficulty
  • Communication, content and confidence scored separately
  • Shareable scorecard links for resumes & placement portals
  • Voice-first, with Indian-accent recognition
KS
Karan Singh · B.Tech EEE, Final YearTechnical interview · Core electrical · Attempt 4
81Ready
StrongExplained transformer losses with a worked example — clear structure.
StrongHandled "why should we hire you" with specific project evidence.
ImprovePower factor correction answer drifted — practice drill queued.
ImproveReduce filler words under pressure (14 → target <6 per answer).
🔗 Scorecard link copied for recruiter
02 · Speak

Spoken English, assessed to industry benchmarks

Recruiters filter on communication first. Structured speaking assessments — read-aloud, listen-and-repeat, open response — score pronunciation, fluency and comprehension the way industry screening tools do, so no student is surprised on drive day.

  • Benchmark-style speaking tests with instant scoring
  • Daily AI conversation practice between assessments
  • Pronunciation, fluency, grammar & vocabulary trendlines
  • Batch-wise communication readiness for TPOs
  • Built for Indian accents and code-switching
Speaking Assessment · Sem 6 checkpoint
Pronunciation
76
Fluency
69
Comprehension
84
Vocabulary
71
Up 12 points since Sem 4. Next drill: pacing under timed answers.
03 · Prep

Aptitude & domain prep, mapped to your syllabus

Question banks don't float free — they map to your curriculum and to what recruiters actually test, so faculty see exactly which unit connects to which placement skill.

  • Quantitative, logical & verbal aptitude with adaptive sets
  • Branch-wise domain banks — engineering, commerce, sciences, management
  • Syllabus-to-placement skill mapping per subject & semester
  • Company-pattern tests for campus drives
  • Faculty can author and assign their own item sets
Syllabus → Placement map · EEE Sem 5
Power Systems IIGrid & utilities roles142 questions
Control SystemsAutomation & PLC roles118 questions
Analog ElectronicsCore design roles96 questions
04 · Direction

Career matching that goes beyond "software or govt job"

Interest profiling plus NSQF-aligned role matching opens students' eyes to 200+ career roles — with the skills, certifications and readiness score for each, updated as they grow.

  • RIASEC interest & aptitude profiling
  • NSQF role matching with skill-gap breakdowns
  • Readiness scores per matched role, per student
  • Pathway plans: courses, certifications, practice milestones
  • Digital certificates as milestones complete
Career Matches · Divya M. · B.Com Sem 4
Financial analyst
85
Audit associate
78
Banking ops
74
Fintech support
70
For TPOs & placement cells

Walk into every recruiter meeting with proof

Replace "our students are good" with batch-level evidence — readiness heatmaps, certified skills, and scorecards recruiters can verify themselves.

Batch Readiness · Final Year · Drive prep
Comm.
Aptitude
Domain
Interview
CSE · 118
78
72
81
74
EEE · 64
61
76
70
58
MBA · 90
74
63
79
77
B.Com · 132
64
52
66
60
Drive in 6 weeks: B.Com aptitude sprint assigned · EEE interview bootcamp scheduled
  • Batch × skill readiness heatmaps, refreshed live
  • Shortlist builders: filter students by readiness for a specific drive
  • Company-pattern mock drives before the real one
  • Recruiter-facing pages with verified scorecards & certificates
  • Semester-on-semester employability growth reports for NAAC/NBA files
  • Faculty adoption & usage analytics for the dean's review
See the TPO dashboard live
The four-year arc

Readiness built semester by semester

Year 1Baseline & habits

First assessments, daily speaking habit with the AI partner, interest profiling begins.

Year 2Build & explore

Aptitude foundations, domain banks per syllabus, first career matches and pathway plans.

Year 3Sharpen & certify

Company-pattern tests, first mock interviews, skill certificates start stacking up.

Final YearProve & place

Interview bootcamps, drive-specific prep, shareable scorecards, readiness-based shortlists.

Also built for

Vocational & skill institutes

ITIs, polytechnics, nursing and hospitality institutes run the same readiness loop — with NSQF competency assessment, trade-specific practice and certification built for PMKVY and NCVET ecosystems.

🔧

ITI & Diploma

Mechanical, civil, electrical — trade-mapped question banks and NSQF competency assessment.

🏥

Nursing

Patient-communication roleplay, procedure knowledge checks and placement tracking.

🏨

Hospitality

Guest-interaction practice, spoken English for service roles, grooming for hotel placements.

📜

Certification

NSQF-aligned digital certificates, batch analytics, PMKVY-ready reporting.

Questions placement cells ask

Straight answers

Can this start with only final-year students?

Yes — many institutions begin with a final-year placement sprint (assessment, interview bootcamp, drive prep) and expand to earlier years once the placement season proves the model.

Do recruiters actually accept the scorecards?

Scorecards are verifiable links, not PDFs that can be edited — each shows the attempt history, rubric and date. TPOs use them to pre-qualify shortlists, which recruiters value because it cuts their screening load.

How does this map to our syllabus and branches?

During onboarding we map your programme structure — branches, semesters, subjects — to placement skills and question banks. Faculty can review, edit and add their own items throughout.

Does it support NAAC / NBA documentation?

Yes. Semester-wise employability growth reports, activity logs and certification records export cleanly as evidence for accreditation criteria on student progression and skill development.

What do students need to use it?

Any smartphone. Speaking practice and mock interviews run on a basic phone mic over 4G. There's nothing to install for faculty beyond a browser.

How is it priced for institutions?

Per student per year, with tiers by module and enrolment size, and separate structures for universities, affiliated colleges and government skill programmes. Book a demo for a proposal matched to your intake.

Make placement season a proof point, not a panic.

See the college platform live — your branches, your drives, your readiness data.