Engineering for EdTech & Training
For online course providers, coaching institutes, corporate training teams, and schools that need better platforms for learning, administration, and student engagement.
- Free 30-min call
- NDA on request
- Senior engineer on the call
Tools we wire together
Live signal
Domain-specific tooling, engineered in-house.
Every card below is a working pattern we've shipped or scoped for a real edtech & training client — not a wishlist.
Custom LMS Platform
Video content, interactive assessments, progress tracking — designed around how your students learn, not Moodle's roadmap.
Parent Communication Portal
Automated WhatsApp updates for attendance, results, and fee reminders. Parents stay informed without extra admin effort.
AI Student Support Assistant
AI assistant trained on your course material — instant, accurate answers. Educators get freed for high-value teaching.
Online Assessment & Proctoring
Adaptive testing, AI proctoring, and instant grading — built for high-stakes evaluations and large student cohorts.
Fee Collection & Finance Ops
Online fee collection, scholarship workflows, automated receipts, and reconciliation with Tally or Zoho Books.
Live Class Platform & Library
Branded live-class delivery with attendance, recording library, and post-class quizzes — without renting Zoom seats per student.
AI Doubt-solving Tutor
An AI tutor trained on your content library — fielding doubts in natural language with citations to your lessons. Routes novel questions to faculty with full context attached.
Admissions CRM & Counselling
Lead capture from website, ads, and referrals into one CRM with counsellor scripts, demo-class scheduling, and parent follow-up sequences.
Course Authoring & Migration
Tooling and a process to migrate your existing PDFs, slides, and recorded videos into a structured, mobile-friendly course library — including auto-generated chapter summaries and quizzes.
Tools typically used
The pain points edtech & training teams actually live with.
These are the workflows that quietly drain margin, staff time, and patience. Every system we build starts from one of these.
Fee follow-ups eating front desk
Three staff members spend half their week chasing fee reminders and reconciling receipts in Excel. Parents complain about WhatsApp spam from multiple admins.
Teachers answering the same questions
Faculty WhatsApp groups are flooded with the same doubts in slightly different words. High-value teachers spend evenings on tier-1 support.
Parent communication done by broadcast
Attendance, marks, fee dues, holiday notices — all sent as bulk WhatsApp blasts. Parents miss the ones meant for them and get annoyed by the ones that aren't.
Content stuck in PDFs and Drives
Years of past papers, notes, and recorded classes scattered across Google Drive, Dropbox, and faculty laptops. Search is keyword-on-filename.
Online assessments at scale = chaos
Half the cohort taking a mock test simultaneously crashes Google Forms. Proctoring is manual. Result publication takes a week.
No clear view of who's struggling
Attendance is logged, marks are logged — but nobody surfaces the at-risk student to the counsellor before the parent calls in panic.
AI isn't bolted on. It's built into the workflow.
Specific, working uses of LLMs and ML in real edtech & trainingoperations — not generic “AI-powered” marketing.
AI tutor on your content
An LLM trained on your lesson library answers learner doubts in natural language with citations — handling the 80% of common questions and routing novel ones to faculty.
Auto-generated quizzes & summaries
From any lesson, generate chapter summaries, mind maps, and adaptive quizzes — saving content teams weeks and giving learners revision aids automatically.
AI proctoring at scale
Webcam-based proctoring that flags suspicious behaviour with confidence scores, supports thousands of concurrent test-takers, and integrates with your assessment platform.
Smart batch & cohort sequencing
Adaptive content sequencing — what each cohort sees next is informed by collective performance, not a static syllabus from year one.
At-risk student flagging
Models combining attendance, assessment, and engagement signals to surface at-risk students to counsellors — before the parent calls.
Plagiarism & AI-text detection
Detect AI-generated submissions and content plagiarism in assignments — with explainable signals counsellors can act on, not black-box verdicts.
Discovery to production, no surprises.
A four-stage framework with AI capability called out at each step — so you can see exactly where machine learning earns its keep.
- 01
Discovery & student-journey mapping
We map your admissions, batches, content library, and parent-touchpoint surface. You leave with a written plan covering admin load, content reach, and at-risk student visibility.
AIAI-assisted analysis on the last term's enquiry-to-enrolment funnel.
- 02
MVP in 4–6 weeks
We ship the workflow that recovers the most staff time first — usually fee + attendance automation, or a doubt-solving AI on your top course. Live with real students.
AILLM-bootstrapped content schemas, quiz generation, and seed automations.
- 03
Rollout across batches & centres
Centre-by-centre onboarding with admin training, parent communication migration, and content migration from Drive/Dropbox. We're on calls during cutover.
AIAuto-tagging and structuring of legacy PDF / video content into the new library.
- 04
Run, measure & improve
Monthly review of admin time recovered, fee collection rate, content engagement, and at-risk student outcomes. Quarterly content and AI-tutor refresh.
AIAnomaly alerts on dropping engagement, doubt patterns, and at-risk cohorts.
Built for the regulations you actually answer to.
Every system we ship comes with the controls and audit surface your inspectors will ask for — designed in from day one, not bolted on later.
DPDP Act 2023 & minors
Indian student data — including minors — handled with explicit parental consent capture, purpose limitation, and data-principal request workflows. Built for the DPDP minors regime.
AICTE / UGC / state-board norms
Where applicable, our admissions, assessment, and result-publication flows align with AICTE, UGC, and respective state-board norms — auditable and verifiable.
Payment & refund regulations
Fee collection, refunds, and instalment policies aligned with consumer-protection guidelines and your institute's published policy — with full audit trail.
Online proctoring transparency
Proctoring data retention, learner consent, dispute workflows, and explainable flagging — designed to withstand scrutiny from parents, learners, and regulators.
How we'd approach real edtech & training engagements.
Concrete scenarios, scoped from real conversations. Each one is a pattern we'd execute on day one.
Online course business — doubt-solving without burning teachers
The disciplines that make this work.
Common questions answered.
Can you integrate with our existing LMS or admin software?
Where is student data stored?
How long until we're live for one batch?
Can your AI tutor really answer doubts accurately?
Do you handle the marketing side too — for admissions?
You're a new firm — why work with you?
Ready to modernize your edtech & training stack?
Tell us where you are. We'll scope it, estimate it, and walk you through exactly how we'd approach it.
Get in touch