AI that finds the struggling student before the midterm.
Attendance, assessment, and engagement data read together — not in 12 dashboards. Tutors trained on your curriculum. Admin work that runs without the admin.
What your team is doing by hand today.
If any of these sound familiar, there's an AI product that can take them off your plate.
- 01Student at-risk signals arrive only after grades drop.
- 02Content libraries grow faster than anyone can tag them.
- 03Admissions, fee, and attendance data live in three separate systems.
- 04Teachers spend more time reporting than teaching.
Work that moves from “someday” to “done.”
We build these as production AI products inside your infrastructure. You get the workflow. Your team gets the time back.
- Student performance intelligence and at-risk flagging
- Curriculum-trained AI tutors and assessment copilots
- Content summarization, tagging, and smart discovery
- Admissions and fee automation
- Attendance-aware scheduling and alerts
- Teacher workload analytics
Numbers this kind of engagement typically moves.
Illustrative benchmarks based on comparable deployments and the patterns we've proven on AI2BI Hub. Every engagement sets its own success metrics in Phase 1.
You focus on your business. We handle the AI.
You shouldn't need to hire a machine-learning team to run a better operation. That's our job.
CostTrail scopes the problem, picks the model, builds the product inside your infrastructure, and wires in the CI/CD, observability, and on-call that keep it running. You approve the scope. We ship. You own what we build.
Two-week paid discovery. 2-week shipping sprints. Weekly demos. Eval-gated deploys. No vapor, no “enterprise AI transformation” decks.
AI2BI Hub products that already solve pieces of this.
Every one of these is a production AI product we built and shipped ourselves. For a edtech client, we adapt them to your data, your perimeter, and your governance.
Same engine. Different vertical.
- Financial Services
Six live AI products shipping to finance teams today — document intelligence, ERP Q&A, FinOps anomaly detection.
- Healthcare & Life Sciences
Structured intelligence on unstructured clinical data — deployed inside your HIPAA boundary.
- Manufacturing & Industrials
Production-floor to supply-chain intelligence — operations data that answers questions in real time.
Let's scope an AI product for your edtech team.
Book a 30-minute discovery call. We'll talk through the workflows that are eating your team's time and which ones are realistically automatable.