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Agentic OS

AI agents that know your work

Unify SIS, LMS, CRM, and ERP data into a secure student memory layer—powering enrollment, financial aid, advising, and tutoring agents. On ibl.ai you own all the code and the data, run it model-agnostic across any LLM, and pay with no per-seat pricing — so you can deploy anywhere, from your own cloud to a fully air-gapped network. No need to choose build vs. buy — you get both.

Higher EducationCorporateSmall BusinessK-12GovernmentLegalFinancial ServicesHealthcare
1.6M+Platform Users
400+Organizations
Syracuse UniversitySUNYGoogleNVIDIAMicrosoftOpenAIKaplan

“ibl.ai does amazing work and are great people.”

Paul LeBlanc, former President and CEO, Southern New Hampshire University
Don’t take our word for it?See what our partners say →
Want to read the source?View the code on GitHub →
On the ibl.ai cloudStart at $0, usage-based from thereFree tier with renewable monthly credits, no credit card. Move to your own infrastructure anytime, nothing to rebuild.Hosted deploymentSee pricing
On your infrastructureRun it in your own environmentYour cloud, on-premise or air-gapped, under your control. Backend and infrastructure under a perpetual license.Full code license

Prefer to build together? Our AI Transformation team builds agents and apps with yours, on your systems.

Available on
ibl.ai: the agent operating system you run yourself
Your Code. Your Data.Full ownership, zero vendor lock-in
Any LLM, Your ChoiceAir-gapped or any cloud provider’s
85% Lower CostSignificantly cheaper at scale
Engineers IncludedOur team builds it with yours

MCP Architecture Guide for Higher Education

How to connect your campus systems (LMS, SIS, CRM, degree audit) to AI agents — step by step.

Read the Guide
Models & Runtimes — any model, any agent runtime
Google GeminiMicrosoft CopilotAmazon BedrockOpenAI GPTAnthropic ClaudeOpenClawNemoClaw
Services
AI TransformationAir-Gapped AIStudio Production

How ibl.ai compares

ibl.ai
Model choice
Any LLM — Claude, GPT, Gemini, Llama or open-source. Switch anytime.
Locked to Anthropic Claude models
Autonomous agents
Production-ready agents out of the box — plus the tools to build your own.
Chat assistant — you build & host your own agents
Privacy & ownership
100% self-hosted — private LLMs included. You own all the code, data & models.
Runs on Anthropic's cloud — your data leaves your walls
Cost at scale
Up to 85% lower — intelligent routing across providers, no per-seat lock-in.
Per-seat & per-token SaaS pricing
Delivery & services
Our engineers work with you to connect your data sources and build your agents.
Self-serve docs & standard support tiers
Want the full breakdown?Self-hosted & private LLM →See build vs. buy →Book a 30-min demo →

OS (Operating System) — Unify campus data into a secure student memory layer

An Ownable AI Operating System for Higher Education.

OS by ibl.ai connects SIS, LMS, CRM, and ERP systems over an MCP-based interoperability layer to assemble a secure, per-user memory. That memory gives your AI agents the right context—so every student gets a tutor, every instructor a teaching assistant, and every administrator a digital aide.

Deployed in your infrastructure with your keys and your controls—including full code access.

For Students: Context-Rich, Personal Tutors

Unified Student MemoryAdvising history, course enrollments, grades, deadlines, accommodations, and career goals—federated from your SIS/LMS/CRM and made available (with policy guardrails) to the student's tutor.
Personalized SupportProactive nudges, study plans, and citable answers grounded in course content and institutional policies.
Privacy by DesignFine-grained consent and selective disclosure (e.g., hide financial/health fields) for every interaction.
ResultFaster help, fewer drop-offs, stronger outcomes.

For Instructors & Chairs: A Real Digital TA

Teaching Context, Not GuessworkPulls rosters, outcomes, rubrics, and prior performance to draft study guides, FAQs, and interventions.
Workflow AutomationsOffice-hour triage, assignment hints, and discussion moderation—always citing the course sources you approve.
Academic ControlDepartment-level policies, versioned prompts, and oversight dashboards.
ResultMore time for teaching and mentorship, less time on repetitive support.

For Administrators & IT: Own the Stack, Control the Risk

Runs in Your EnvironmentDeploy on-prem or in your cloud (AWS, Azure, GCP). Your VPC, your KMS, your IAM—no external data dependencies.
Full Code Access (No One Else Offers This)You receive source access to connectors, policy engine, and agent interfaces—no vendor lock-in.
Governance & ComplianceFERPA/GDPR support, SOC 2–aligned controls, RBAC, audit logs, retention, and data residency options.
Observability & Cost ControlUsage telemetry, model costs, performance traces, and red-team/replay tools for safe iteration.
ResultMaximum privacy, predictable cost, and accelerated AI roadmaps—under your control.

What OS Connects (Examples)

SISEllucian Banner, Oracle PeopleSoft Campus Solutions, Colleague
LMSCanvas, Blackboard, Brightspace, Moodle
CRMSalesforce, Slate
ERP/Finance/HRWorkday, Oracle, Microsoft Dynamics
Identity & StorageAzure AD/Entra, Okta, Google Workspace, OneDrive/SharePoint, S3, GCS

What's Inside OS (Architecture Highlights)

MCP Integration LayerNormalizes access to SIS/LMS/CRM/ERP via secure adapters
Student Memory LayerPer-user knowledge graph + vector index with policy-aware retrieval
Policy & Guardrails EngineField-level permissions, PII redaction, consent, rate/usage limits
Agent InterfacesTutor (student), Teaching Assistant (instructor), Digital Assistant (administrator)
Model Hub (LLM-Agnostic)OpenAI, Gemini, Anthropic, Llama, local/NPU options—hot-swappable
Event Bus & AutomationsTriggers for risk alerts, degree milestones, advising follow-ups
Audit & TelemetryEnd-to-end logs, prompt/response archives, cost and latency meters
Admin ConsoleConnectors, schemas, dataset scopes, memory visibility, and policy editing

Why OS Outperforms Typical Integration Hubs

Student Memory LayerOS: Policy-aware, per-user context | Typical: No unified memory
Runs in Your InfraOS: Your VPC, keys, IAM | Typical: Vendor cloud only
Full Code AccessOS: Source delivered, extensible | Typical: Black box / SDK limits
LLM-AgnosticOS: Swap models freely (incl. local) | Typical: Single-model dependency
Higher-Ed GovernanceOS: FERPA-ready, selective disclosure | Typical: Generic role gates
Agent-ReadyOS: Standard tutor/TA/admin interfaces | Typical: DIY agent plumbing

Benefits That Drive Impact

StudentsTimely, contextual help across courses and services.
FacultyA dependable digital TA informed by the real course and roster data.
Leadership & ITA private, ownable AI foundation—no lock-in, full auditability, rapid innovation.

ibl.ai

The ibl.ai platform supplies secure memory and connectors, AI tutoring and TA experiences, and course delivery with analytics.

It designs standards-aligned curricula and issues portable, verifiable proof of learning — an ownable AI operating system for education.

Experience OS Today

Architecture ReviewMap your SIS/LMS/CRM/ERP and security requirements
Private PilotDeploy in your cloud with your datasets and policies
Schedule a DemoSee how OS unifies data, safeguards privacy, and powers agents—with code you own.

  • Free

    Get started

    $0per
    month

    No credit card required

    Get Started Free

    This includes:

    • Monthly credits to try agents, renewed each month
    • Build agents on any model, trained on your own documents
    • Chat on web, desktop and mobile
    • Documentation and community support

    For one person trying things out

  • Most popular

    Pro

    For everyday work

    $15per
    month

    Billed monthly

    Subscribe to Pro

    Everything in Free, plus:

    • More credits every month, with auto-recharge when you want it
    • Voice, workflows and your tools through MCP
    • Analytics, embedding and the API
    • Email support

    For professionals and small teams running agents every day

  • Max

    For all-day work

    $50per
    month

    Billed monthly

    Subscribe to Max

    Everything in Pro, plus:

    • A much larger monthly credit allowance
    • Evaluations, spend limits and monetization
    • Roles and teams for access control
    • Priority support and early access

    For teams and departments that depend on agents

  • Ultra

    For your largest deployments

    $100per
    month

    Billed monthly

    Subscribe to Ultra

    Everything in Max, plus:

    • The largest monthly credit allowance
    • Several organizations and single sign-on
    • Hand-off to human agents
    • Dedicated support and hands-on onboarding

    For organizations formalizing agents across many teams

  • Recommended

    Enterprise

    Own the Platform

    Custom quote

    Pilots from $15K · one-time

    Contact us

    This includes:

    • Full codebase ownership under a perpetual license
    • Deploy anywhere — on-prem, your VPC, air-gapped, or managed SaaS
    • Start with a pilot — prove value on real data first
    • Custom AI engineering — integrations, SSO, SIS, LMS, agents
    • Run any LLM — Claude, GPT, Gemini, Llama; switch anytime
    • SOC 2 & compliance — enterprise security with audit support

Enterprise — Own the Platform. Own the entire platform. We transfer the full source under a perpetual license and deploy it on-premise, in your cloud, or air-gapped — zero vendor lock-in, run any LLM. Start with a pilot, then scale with our engineers wiring it into your data and systems.

Self-serve prices in USD, billed monthly; change or cancel your plan anytime from Billing in the app. Enterprise is scoped with our team: a pilot from $15K, a one-time deployment, or full codebase ownership on a custom quote.

What our partners say about us

Case Studies
Chris Gabriel

Chris Gabriel | Google

Case Studies
Lorena Barba

Lorena Barba | George Washington University

Case Studies
Dr. Juana Mendenhall

Dr. Juana Mendenhall | Morehouse College

Juile Diop

Juile Diop | MIT

Adam Tetelman

Adam Tetelman | Nvidia

Jason Dom

Jason Dom | American Public University System

Benjamin Breyer

Benjamin Breyer | Columbia University

Ken Fujiuchi

Ken Fujiuchi | SUNY

Erika Digirolamo

Erika Digirolamo | Monroe College

David Flaten

David Flaten | SUNY

David Vise

David Vise | Modern States Education Alliance

Linda Wood

Linda Wood | ARM Institute (U.S. Department of Defense)

Case Studies
Chris Gabriel

Chris Gabriel | Google

Case Studies
Lorena Barba

Lorena Barba | George Washington University

Case Studies
Dr. Juana Mendenhall

Dr. Juana Mendenhall | Morehouse College

Juile Diop

Juile Diop | MIT

Adam Tetelman

Adam Tetelman | Nvidia

Jason Dom

Jason Dom | American Public University System

Benjamin Breyer

Benjamin Breyer | Columbia University

Ken Fujiuchi

Ken Fujiuchi | SUNY

Erika Digirolamo

Erika Digirolamo | Monroe College

David Flaten

David Flaten | SUNY

David Vise

David Vise | Modern States Education Alliance

Linda Wood

Linda Wood | ARM Institute (U.S. Department of Defense)

Frequently Asked Questions

Bring us a hard problem. Keep the code.

Run Agentic OS on your own terms

Start free on our cloud today, or take the whole codebase into your own infrastructure. Either way our engineers work alongside your team, and you own all the code and the data.

Get Started FreeBook a 30-minute demoDownload & Own Your AI

ibl.ai is family-owned and operated from New York, NY — a U.S.-headquartered, domestically-owned long-term partner, not a vendor that sells licenses and moves on. · SOC 2 Type II certified

Unify your data first — then deploy agents

Agentic OS reasons over a unified knowledge layer. Here's why that ontology comes first, and how it's built.