Services
AI Engineering
AI systems for education — copilots, prediction, and automation that ship.
We build production AI for education platforms: learning copilots, retention prediction, engagement automation, and analytics — engineered into your existing stack.
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Education specialists
Transparent sprint delivery
Outcome-led engagements
AI Development Services
Delivered by education specialists — from discovery through launch and beyond.
Featured Case Study
Proof from a real AI engagement
An AI assistant watching every learner's momentum — success automated, not hoped for.
AI Assistant LTI · Analytics
An AI assistant that keeps every learner on track
UNIRAZAK · Malaysia · AI Solutions
Key outcomeLearner success, automated
View Case Study
Sublime Intelligence
Analyzing behavior
Analyzing learner behavior
Pace4 days behind cohort median
ActivityInactive 6 of the last 7 days
AssessmentsQuiz average down 18%
Scanning pace, activity and score signals across the cohort…
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What We Deliver
AI Development Services, end to end
01
AI Learning CopilotsContextual tutoring and mentoring systems built into your platform's learner journey.
02
Predictive AnalyticsRetention prediction and risk detection trained on behavioral learning signals.
03
Engagement AutomationNudges, outreach, and recovery workflows triggered before learners disengage.
04
AI Chat & SupportInstitution-grade assistants for student support, advising, and operations.
05
Workflow AutomationAI-driven operations across admissions, enrollment, and student success teams.
06
Responsible DeploymentData governance, evaluation, and guardrails designed for education environments.
How We Work
A staged path from use-case to production.
Every AI engagement moves through three deliberate stages — each engineered around learner outcomes, not demos.
Stage 1
Use-Case & Signal Discovery
Metric-impact mapping
Behavioral data audit
Opportunity analysis
Stage 2
Build & Evaluate
Production AI engineering
Evaluation & guardrails
Demo-every-sprint delivery
Stage 3
Deploy & Improve
Embedded rollout
Outcome measurement
Continuous model improvement
Client Stories
Success stories across the institutions we build with
Real outcomes from universities, academies, and cohort-based programs — engineered on the platforms they already run.
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“
Excellent work by Samuel. He's absolutely a SME for Canvas and Ruby. Thanks for all the hard work and dedication
John WelbornDelivery Director, MobileProductive Ed
“
Top quality and outstanding work.
Sharaf GuossousCEO and Founder
“
Mr.Samuel, has been extremely helpful in integrating Roll Call Attendance to our existing Canvas. He has been able to deliver the project with in the given time lines as was able to assist in sharing recommendations for further improvements that can be incorporated into the existing system
Bala Chandra SekharAcademic Head — Academic Planning & Delivery, UK
“
Thank you, Samuel. We are very pleased with the product your team has developed for us. Please pass on our gratitude to them for working so hard and making a great product.
Brad ShookV.P of Information Technology and Analytics/CIO
“
Hi Samuel, I got some good feedback regarding your ongoing support for Evateach. I appreciate the work you and your team are doing.
Toby OgbonnaEvaTeach
“
I have been working with Samuel and the ZionStar team for many years, and they have become an integral technology partner to our business. In addition to delivering a wide range of development and technology projects, the team manages our entire hardware infrastructure and software stack. They are consistently professional, responsive and reliable, with a strong focus on understanding our needs and delivering practical, high-quality solutions. Their technical expertise, dependability and ability to support us across all areas of our technology environment have been particularly valuable.
SSShaun SwartzSK Education SolutionsEdSol
Ready When You Are
Put AI to work on retention.
A working session on your platform, data, and the highest-impact AI opportunities.
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