
Institutional scale. Human oversight.
An AI operating system for education — tutoring, assessment, and admin automation built for institutional scale, not a single classroom pilot.
From a 150-branch student information system to province-wide teacher training, we've delivered education software at institutional scale — and now the AI operating system running on top of it: curriculum-grounded tutoring that cites its sources, assessment assistance that gives educators time back without taking them out of the loop, administrative automation for enrollment and records, and early-warning analytics that surface at-risk students before a crisis, not after.

Part of
Education & EdTech is one vertical view of a single system. The layer underneath — retrieval, scoped permissions, evaluation, and the audit trail — is the same one we build in every sector.
Where AI earns its keep.
The workflows in education & edtech where AI does real work today — not a someday roadmap, the jobs it can take off your plate now.
AI learning support
Curriculum-grounded tutoring and practice — cited, age-appropriate, teacher-supervised.
Assessment assistance
Draft grading and feedback that gives educators time back while keeping them in control.
Administrative automation
Enrollment, fee, and records workflows that run themselves.
Early-warning analytics
Attendance and performance signals that surface at-risk students early.
Don’t take our word. Take the call.
3 of the agents above, live in your browser right now. Pick the job you actually need covered, press call, and talk to it the way your customers would — objections included.
A real call, not a recording. Press call once, then just talk — it hears you stop and answers. No buttons to hold.
This browser can’t capture speech — you can still type your side of the call. Chrome, Edge, or Safari for the full thing.
Live agents on fictional businesses and invented records. Nothing you say or paste here is recorded or stored — it lives in this tab and dies with it. A production deployment runs on your data, your systems, and your policy.
A tutoring question, from ask to cited answer
Not a feature list — the mechanism, step by step, from trigger to logged outcome.
Ground
The question is answered against the curriculum content, textbook, and course materials for that specific class — not the model's general knowledge of the subject.
Scope check
Age-appropriate and topic-scope filters run before a response ever generates. Anything outside the curriculum, or that calls for a judgment a model shouldn't make, routes to the teacher instead of getting answered anyway.
Cite & explain
The answer surfaces the source — the textbook section or curriculum unit it came from — so a student and a teacher can verify it, not just trust it.
Log for oversight
Every exchange logs to a teacher-visible record: what was asked, what was answered, and which source it cited. Supervision is built into the workflow, not a separate audit step.
Work in education & edtech.

Concordia Colleges — 150-Branch SIS Platform
A complete Student Information System for a network of 150+ college branches: revenue and royalty management, fees, LMS, student and teacher operations, payroll, and accounts — unified on one platform.

Government of Punjab — Province-Wide Teacher Training
An interactive early-childhood teacher training program delivered as an offline-first mobile application — deployed province-wide on low-end devices with intermittent connectivity.

CampAI — Multi-Branch Academic Management Platform
A comprehensive academic management platform: student lifecycle, fees and hostel management, teacher and payroll operations, and multi-branch administration under one role-based system.
Disclosure — founder-owned venture
Every figure has a name behind it.
No rounded-up vanity metrics — each number below is tied to a specific, named engagement you can open and read.
Tell us which part of education & edtech is the bottleneck.
Built for the rules of your industry.
Services that fit this industry.
What it plugs into.
An AI operating system only earns that name if it runs inside the systems you already have — not beside them.
Asked before the contract, not after.
It answers from the specific class's curriculum content and course materials, not the model's general sense of the subject, and it cites the source it used so a student or teacher can check it. Anything outside curriculum scope, or a judgment call a model shouldn't make alone, routes to the teacher instead of getting answered anyway.
Yes — every exchange logs to a teacher-visible record with the question, the answer, and the source it cited. Oversight is part of the workflow itself, not a report someone has to go dig up.
Let's put AI to work in your business.
A 30-minute call. You bring the workflow or the roadmap — we'll tell you what's feasible, what it costs, and what we'd build first.