All industriesEdtech · 3+ projects

AI-powered edtech and student-recruitment platforms

AI matching, chatbots and guidance platforms for education and international student recruitment — tuned for accuracy and real outcomes.

How we work in edtech

Edtech systems serve two audiences at once — students and institutions — and our work covers both: AI matching and guidance platforms, assistants and fine-tuned models where a wrong answer costs someone a placement, not a click.

Global Study runs on this work: AI assistants for students, colleges and education agencies, delivered against academic-calendar deadlines that don't move.

The problems we solve

What makes Edtech hard

Two audiences at once

Products have to serve learners and the institutions recruiting them — often with conflicting priorities.

AI that has to be right

Matching and guidance only work if the accuracy is real — a plausible-but-wrong answer erodes trust fast.

Academic-calendar deadlines

Launches are tied to intake dates that don't move, so delivery timelines are unforgiving.

How we help

What we build for edtech teams

01

AI matching & guidance

Chatbots and recommendation engines tuned for real accuracy, not demos.

02

Student & institution platforms

Products that serve both learners and the institutions recruiting them.

03

Model fine-tuning

Custom datasets and tuning that lift response quality measurably.

04

Full-cycle product builds

From concept to launch on a defined timeline.

How we start

Your first month with us

Day 0

Name the constraint

A scoping call on your edtech stack and its hardest bottleneck. You get a plan, not a pitch.

Week 1–2

Prove it in a sprint

A fixed-fee sprint against your real data and workflows — a working result, not a slide deck.

Week 3+

Scale what works

The proven piece goes to production with dashboards, traces and an on-call playbook.

Building in edtech?

Tell us the constraint you're up against — we'll come back with a plan, often within 48 hours.