Solutions
See what your cohort actually mastered.
LMS reports tell you who clicked finish. StudAI Loop shows you concept-level mastery evidence across your cohort — and issues credentials anyone can verify.
Implemented capabilities
Everything below ships today. Roadmap items are labeled as roadmap — we do not sell futures as features.
Seats and invitations
Create your organization, manage seats on a per-seat subscription, and invite members as learners, instructors, or organization admins with secure invitation tokens.
Cohort mastery visibility
Cohort analytics roll up real mastery evidence — which concepts passed which dimensions — not completion percentages.
Hardest-concept insights
See where your cohort collectively struggles, ranked by evidence, so intervention goes where it matters.
Syllabus mapping
Paste an existing syllabus and receive a mapping report showing how it translates into generated, mastery-gated courses.
Data export
Organization admins can export their tenant's data. Learner privacy rights are preserved — exports are partition-isolated to your organization.
Cost governance built in
Per-learner daily AI budgets and per-course caps are enforced in the product, so a cohort rollout cannot produce runaway AI spend.
Verifiable completion artifacts
Every completion issues a signed credential your institution — and anyone else — can verify publicly, with the evidence attached.
API access
Institute organizations can create scoped API keys with spend caps for course generation and knowledge-graph access.
Getting started
A pilot cohort is the honest way to evaluate mastery-based learning. We will help you scope one.
Frequently asked questions
- Do you support SSO or SCIM?
- Not yet — and we will not pretend otherwise. Enterprise identity (SSO/SCIM) is on the roadmap and clearly labeled as such. Today, members join through secure invitation links.
- Is this an LMS replacement?
- No. StudAI Loop generates and governs mastery-gated courses; it does not host your existing content or integrate as an LTI tool. If your need is hosting authored content, an LMS remains the right tool.
- What does it cost?
- Institute pricing is per-seat and finalized with you directly — book a demo and we will scope your cohort honestly. Individual plans (Free, Starter, Pro, Business) are published on the pricing page.
- Can instructors author courses?
- Course content is generated, not authored. Instructors in your organization get organization-level visibility (cohorts, members, insights) — instructor authoring tools are not part of the product today.