Empowering Education, Optimizing Every Dollar

Scale your learning platform with AI-powered governance that balances student experience with lean cloud operations

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Get Started for Free

The

Challenge

of

EdTech

Cloud

Economics

Cloud costs in education are highly seasonal, often fluctuating with the academic calendar.

The Final Exam Surge

The Final Exam Surge

The Final Exam Surge

Platforms must scale for exam peaks, often leaving expensive clusters idle during semester breaks.

Platforms must scale for exam peaks, often leaving expensive clusters idle during semester breaks.

Content Delivery Costs

Content Delivery Costs

Content Delivery Costs

Hosting HD lectures and labs generates massive lack of cloud cost control and egress fees that are difficult to attribute.

Sandbox Waste

Sandbox Waste

Sandbox Waste

Student labs and dev sandboxes are frequently left running indefinitely, creating "silent wastes" without cloud monitoring

EdTech Value Propositions

STUDENT-FIRST OPTIMIZATION

Optimize your environment without risking downtime during classes or exams

Optimize your environment without risking downtime during classes or exams

Infrastructure Risk Assessment

Ensures rightsizing never impacts the performance of virtual classrooms or proctoring tools.

LLM-Validated Recommendations

AI-verified optimizations tailored to academic traffic patterns and semester cycles.

Safe Automation Guardrails

Protects high-stakes workloads with automated pre-deployment testing and checks for cost-intelligent monitoring

Optimization Governance

 Continuous monitoring with automatic rollbacks if student latency or buffering increases.

PRECISE ATTRIBUTION FOR SCHOOLS & DISTRICTS

Link cloud dollars to courses, institutions, and grants to show real impact

Link cloud dollars to courses, institutions, and grants to show real impact

Resource Relationship Mapping

100% visibility into services driving costs for specific learning modules.

Tagging Intelligence

Automates resource clustering by school district, campus, or project for instant showback.

Fair Cost Distribution

Accurately allocates shared database and CDN costs across institutional partners.

Granular Budget Control

Enforce financial limits for specific grants or trials to protect institutional margins.

ACADEMIC CYCLE GOVERNANCE

Eliminate bill shock by separating enrollment growth from resource leaks

Eliminate bill shock by separating enrollment growth from resource leaks

Proactive Anomaly Detection

Real-time alerts distinguishing exam traffic from runaway analytics jobs.

Budget-Aware Forecasting

Predicts future spend based on the academic calendar and enrollment projections.

Pre-Deployment Intelligence

See cost impacts of new features like AI tutors before they hit production.

Intelligent Waste Detection

Automatically reclaims savings from idle labs and forgotten dev environments.

Unifying

EdTech

Teams

with

Measurable

Outcomes

Keeping academic cloud budgets predictable while supporting enrollment growth

Budget Variance

Achieve <5% variance between academic budgets and actual cloud spend.

Forecast Accuracy

Reach 95% accuracy for peak enrollment and semester-end surges.

Cloud Waste Reclaimed

Recover 30%–40% of spend from idle labs and over-provisioned clusters.

Commitment Utilization

Maintain >90% utilization for core LMS and persistent services.

FOR FINANCE TEAMS

FOR ENGINEERING TEAMS

FOR FINOPS TEAMS

FOR LEADERSHIP

Keeping academic cloud budgets predictable while supporting enrollment growth

FOR FINANCE TEAMS

Budget Variance

Achieve <5% variance between academic budgets and actual cloud spend.

Forecast Accuracy

Reach 95% accuracy for peak enrollment and semester-end surges.

Cloud Waste Reclaimed

Recover 30%–40% of spend from idle labs and over-provisioned clusters.

Commitment Utilization

Maintain >90% utilization for core LMS and persistent services.

Keeping academic cloud budgets predictable while supporting enrollment growth

FOR FINANCE TEAMS

Budget Variance

Achieve <5% variance between academic budgets and actual cloud spend.

Forecast Accuracy

Reach 95% accuracy for peak enrollment and semester-end surges.

Cloud Waste Reclaimed

Recover 30%–40% of spend from idle labs and over-provisioned clusters.

Commitment Utilization

Maintain >90% utilization for core LMS and persistent services.

Learn

practical

approaches

to

cloud cost management

cloud

cost

management

Practical guidance, real-world lessons, and FinOps thinking from teams managing cloud spend every day.

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