For colleges

Run real labs for a whole department.

DeployU becomes your college's own lab platform — your subdomain, your roster, your semester map. Students get per-student real environments; faculty get verified lab reports instead of screenshots; the institution gets outcome data and no cloud bill.

Request a demo Partner program

All active sessions · 23

StudentCourseStepElapsedStatus

24B91A5442Docker · 14 / 731 mverifying

24B91A5418Docker · 13 / 734 mstuck 9 m

24B91A5471Linux · 26 / 922 mworking

24B91A5403Docker · 13 / 740 m3 fails

24B91A5456Kubernetes · 12 / 812 mworking

24B91A5429Docker · 17 / 748 mdone

Just finished · last 30 min: 6 students · avg 47 m

Step failure hotspots · last 30 days

Docker · 1 — step 3 inspect a container41 failsmost common: used docker ps without -a

Linux · 2 — step 5 permissions27 failschmod applied to the wrong path

Kubernetes · 1 — step 4 expose a service19 failsNodePort vs ClusterIP confusion

Hotspots tell faculty what to re-teach on Monday — drawn from verifier failures, not from a survey.

Lab mastery · CSE III-II · Section B · Docker · 1

StudentRollMasteredAttemptedHoursCO

Ananya Rao54427 / 773.42 / 2

Karthik N54185 / 774.11 / 2

Sravya P54717 / 772.82 / 2

Mohan K54032 / 741.20 / 2

Divya S54566 / 773.01 / 2

Rahul V54297 / 795.22 / 2

62 students · section average 5.6 / 7 mastered · 3.1 practice hours

Lab activity · this week

48practised this week

9stuck on one step

5never started a lab

Attendance

91%

Lessons mastered

80%

Quiz accuracy

74%

"Monday list": the 14 students to talk to first, built from stuck + never-started + failing verifies.

CO attainment · Docker · 1 — Container Foundations

CO1 · run & inspect

88%

CO2 · images & registries

81%

CO3 · networking

64%

CO4 · persistence

71%

CO–PO mapping matrix

PO1

PO2

PO3

PO4

PO5

PO12

CO1

–

CO2

–

CO3

–

CO4

Attainment trend · 4 semesters

22-2323-2424-2525-26

Lesson → CO → PO is mapped once per course; attainment is computed from verified tasks, so the outcome report is evidence, not an estimate. Export as PDF for NBA / NAAC.

Cohort readiness distribution · CSE IV-I · 184 students

0102030405060708090+

Readiness by branch

CSE

AI & DS

ECE

Company drive shortlist · Infosys · 9 Sep

StudentReadyPack

Ananya Rao7836 / 42

Rahul V7431 / 42

Sravya P7133 / 42

Divya S6627 / 42

+ 57 above cut-off≥ 60

Cohort priority topics

Dynamic programmingGraphsSQL joins

Lab reportCSE · III-II · Docker · 1 — Container Foundations24B91A5442

Ananya RaoCompleted 14 Aug · 52 min · 2 verify retries

7 / 7 verified

Proof of workcommands run in the lab, captured from the shell log

41 commands

Course outcomesCO2 · CO4 mapped to PO1, PO3, PO5

CO 2/4

Instructor / HoD reviewSatisfactory · signed 16 Aug

✓

Section heatmap · 62 students · task completion

What faculty get

Grade from evidence, not from a PDF of screenshots.

Lab reports per studentWhich tasks verified, when, how many attempts, what they typed. One click to PDF.
Class monitorWho's stuck on which task, live, during the lab hour — and the hotspots to re-teach.
CO / PO mappingEvery course mapped to outcomes; attainment computed from verified work and exported for accreditation.
Roster from your ERPStudents, sections and semesters synced; nobody types a spreadsheet.

How a rollout works

Four weeks from signature to first lab hour.

We've done this with engineering colleges running thousands of students on the platform. The sequence is the same every time.

Week 1

Tenant + roster

Your subdomain goes live. Students and sections are loaded from your ERP export or API.

Week 2

Semester map

Courses mapped to branches and semesters with your faculty; CO/PO attached.

Linux

Docker

K8s

AWS

React

Java

Python

Week 3–4

Pilot lab hours

Two sections run real labs with us in the room. Reports reviewed with HoDs. Then the whole department.

Request a demo

Thirty minutes, your lab on screen.

We'll run a lab live for your faculty, show a real lab report and the admin dashboards, and price it for your student count. Reply within one working day.

Email partnerships@deployu.aiTell us your college, branch and approximate student count — the mail is pre-filled.Write to us → Join the free webinar firstSee how the labs, verification and placements fit together before you book a demo.Pick a slot →

Already a partner college? Sign in at your college's DeployU address.