Licensure & Access Models

Transparent access for learners and institutions.

Whether you need personal cognitive memory for individual mastery or campus-wide accredited OBE telemetry, explore tailored licensure options.

AUDIENCE 01 // PERSONAL MENTOR

For Individual Learners

Personal Cognitive Memory Access

Learn computer science and software development with a persistent Socratic mentor that remembers your strengths, past bugs, and concept retention curves across every session.

Included Capabilities
24/7 Socratic AI mentor for algorithmic debugging and code comprehension
Personal longitudinal memory vector tracking concepts across languages
Ebbinghaus spaced memory scheduling to prevent knowledge decay
Integrated in-browser editor with sub-second cloud execution feedback
Multi-language AST analysis and automated test assertion feedback
Start with Intelligence
AUDIENCE 02 // HIGHER ED & CAMPUS

For Colleges & Universities

Department & Campus Licensure

Equip computer science departments with longitudinal student cognitive memory, Socratic tutoring guardrails, and continuous Outcome-Based Education (OBE) accreditation telemetry.

Included Capabilities
Everything in Individual access, plus:
Unlimited student and faculty departmental seats across batches
Continuous Course Outcome (CO1-CO5) and Program Outcome (PO) mapping
Faculty bottleneck detection & real-time assignment friction heatmaps
Automated NBA, NAAC, and ABET accreditation compliance reporting
Campus SAML / Single Sign-On (SSO) and LTI 1.3 LMS integration
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AUDIENCE 03 // ENGINEERING TEAMS

For Startups & Companies

Team & Enterprise Licensure

Cut developer onboarding time in half with contextual codebase simulations, verified engineering skill graphs, and automated capability verification.

Included Capabilities
Everything in Individual access, plus:
Codebase-grounded architecture explanations and internal SDK RAG
Structured technical onboarding tracks (Days 1, 7, 30 milestones)
Engineering skill graph telemetry and team capability heatmaps
Isolated staging architecture sandboxes for safe debugging practice
Private VPC deployment with zero model training on customer IP
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AUDIENCE 04 // BOOTCAMPS & ACADEMIES

For Training Organizations

Cohort Infrastructure Plan

Scale instructional capacity without diluting quality. Provide every bootcamp student with 1-on-1 Socratic tutoring while giving instructors real-time cohort diagnostic telemetry.

Included Capabilities
Everything in Department licensure, plus:
Multi-batch real-time cohort pacing telemetry and struggle heatmaps
Automated diagnostic grading against custom hidden test suites
Automated at-risk student intervention alerts (3x TA productivity)
High-concurrency evaluation cluster for assignment deadline rushes
Branded white-label portal and custom LMS webhook pipelines
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Feature & Capability Matrix

Compare architectural, pedagogical, and compliance capabilities across licensure models.

CapabilityLearnerCollegesStartupsTraining Orgs
Working Memory (Sub-5ms editor state & diagnostics)
Longitudinal Cognitive Memory Vector
Ebbinghaus Spaced Review Scheduling
Socratic Academic Guardrails (Anti-Cheating)
Curriculum RAG Grounded to Syllabi / CodebasesStandardFull SyllabiCustom ReposFull Curriculum
Departmental Cohort Bottleneck Heatmaps—
Outcome-Based Education (OBE / CO-PO) Telemetry——Custom Rubrics
NBA / NAAC / ABET Accreditation Export———
Developer Skill Graph & Capability MappingPersonalDepartmentalEnterprise TeamCohort Scale
Single Sign-On (SAML / SSO) & LTI 1.3—
Dedicated Private Cloud VPC & Data IsolationShared CloudDedicated PartitionPrivate VPCDedicated Cluster
Zero Model Retraining Guarantee

Frequently Asked Questions

Answers to common questions about deployment, licensure, and billing.

How does VEducate Intelligence pricing work for institutions?

Institutional licensing is structured based on active student enrollments and departmental scope. It includes unlimited faculty access, automated accreditation mapping, SSO integration, and dedicated onboarding support.

Can Intelligence integrate with our existing LMS like Canvas or Moodle?

Yes. VEducate supports LTI 1.3 standard integrations, allowing single sign-on, automated grade synchronization, and seamless embedding into Canvas, Blackboard, Moodle, and custom student portals.

How does the platform ensure academic integrity?

VEducate Intelligence operates under strict Socratic pedagogical guardrails. It never gives away verbatim homework answers or code solutions. Instead, it guides the student through targeted diagnostic questions.

Is our proprietary code or student IP kept safe?

Yes. All code execution, vector embeddings, and telemetry are isolated within private cryptographic partitions. No customer code or student submissions are ever shared or used in public foundation model training.

Ready to configure Intelligence for your organization?

Schedule a consultative architectural walkthrough with our engineering and education specialists.

Contact Solutions Specialist