ibl.ai

What ibl.ai does

ibl.ai is a sovereign AI operating system that allows organizations to own their AI infrastructure, rather than renting it. It provides the full source code, connectors, policy engine, agent interfaces, and all necessary infrastructure. The platform can be deployed on the customer's cloud (AWS, Azure, Google Cloud), on-premise, or air-gapped, and supports swapping LLMs without rewriting integrations, avoiding vendor lock-in and per-seat pricing. ibl.ai is model-agnostic, supporting LLMs like Claude, GPT, Gemini, Llama, and open-source models. It unifies existing systems into a self-hosted knowledge layer using the Model Context Protocol (MCP) for privacy, security, and control. The company offers various products for building AI agents and applications, AI-native learning management, content creation, and video production. It also provides professional services including pilots, full deployments, codebase transfers, and custom AI engineering. ibl.ai emphasizes full code ownership, data sovereignty, and significantly lower costs compared to per-seat SaaS models.

Products

• Agentic OSThe core platform for building AI agents and apps, unifying campus data into a secure student memory layer.
• Agentic VibeA developer toolkit for building AI apps for web, mobile, and desktop from one codebase, with auth, AI chat, and analytics wired in.
• Agentic LMSAn AI-native learning management system for building, delivering, and analyzing courses with personalized AI agents, course authoring, and adaptive learning.
• Agentic CourseAn AI-assisted platform for designing accredited, accessible courses for any LMS, with human-in-the-loop assurance.
• Agentic VideoAI avatar and video production.
• Agentic WalletVerifiable skills and credentials.
• AI Data UnificationA solution to unify SIS, LMS, CRM, and warehouse data into one knowledge graph for AI agents, on-premise, over MCP, with no data extraction.
• Forward-Deployed EngineeringA service where ibl.ai engineers embed with a team to build an MCP-powered campus memory layer for AI agents with the customer's data and environment.
• AI Transformation ServicesA service to analyze workflows, build knowledge bases, and deploy AI agents that customers own and control.

Key capabilities

• Full source code ownership
• LLM-agnostic (supports Claude, GPT, Gemini, Llama, open-source)
• Deployable on customer's cloud (AWS, Azure, Google Cloud), on-premise, or air-gapped
• No vendor lock-in
• No per-seat pricing
• Data unification and ontology framework
• Production-ready autonomous agents
• 100% self-hosted with private LLMs included
• Up to 85% lower cost at scale
• Engineers work with customers to connect data sources and build agents
• SOC 2 Type II Compliant
• LTI 1.3 integration with Canvas, Blackboard, Moodle, D2L Brightspace
• Single sign-on support with SAML, OAuth, and institutional identity providers
• MCP (Model Context Protocol) architecture for data integration
• RAG Training (upload documents, connect cloud storage, crawl websites)
• Voice Calls (real-time over WebRTC)
• Canvas / Artifacts (generate, edit, version, export documents)
• Deep Research & Web Search
• Analytics dashboards (usage, activity, topic analysis, cost tracking)
• Evaluations (measure and improve agent quality)
• Multi-Organization, SSO & RBAC
• Billing & Monetization (Stripe-backed subscription management)
• Embedding & API Access
• Human Support escalation
• Open source platform (iblai/os, iblai/vibe, iblai/api, iblai/claws, iblai/infra-cli)
• Pre-built Docker images
• Full API coverage
• Version-controlled knowledge bases
• Read/Write separation for knowledge bases
• Multi-source retrieval for agents

Use cases

• Building AI agents and applications
• AI-native learning management
• AI course and content creation
• AI avatar and video production
• Verifiable skills and credentials management
• Unifying campus data into a secure student memory layer
• Enrollment campaigns and admissions inquiries (Enrollment Agent)
• Application scoring and transcript evaluation (Application Reader Agent)
• FAFSA, aid eligibility, scholarship matching (Financial Aid Agent)
• Degree planning, course registration (Academic Advisor Agent)
• Personalized 1-on-1 tutoring (Tutoring Agent)
• At-risk identification and early intervention (Retention Agent)
• Housing, campus life, wellness support (Student Services Agent)
• Resume building, interview prep, job matching (Career Services Agent)
• Course creation, grading, feedback (Faculty Agent)
• Literature review, citations, grant support (Research Agent)
• Alumni engagement, fundraising, events (Alumni Agent)
• Staff and student tech support (IT Help Desk Agent)
• Enterprise search and institutional knowledge (Knowledge Agent)
• Issue resolution and ticket management (IT Help Desk Agent for Enterprise)
• Competitive briefs, deal strategy, outreach (Sales Enablement Agent)
• Ticket resolution and follow-ups (Customer Support Agent for Enterprise)
• New hire orientation and ramp-up (Onboarding Agent)
• Policy, benefits, and people operations (HR Agent)
• Content, campaigns, and SEO (Marketing Agent)
• Code review, docs, project onboarding (Engineering Agent)
• Recaps, action items, and follow-ups (Meeting Agent)
• Employee development and compliance (Training Agent)
• Reports, trends, and insights (Data Analysis Agent)
• Workflow automation and process optimization (Operations Agent)
• Customer support across chat, email, phone (Customer Support Agent for Small Business)
• Responding to inquiries and nurturing leads (Lead Follow-Up Agent)
• Reconciliation, categorization, and monthly close (Bookkeeping Agent)
• Invoice creation, reminders, and collections (Invoicing Agent)
• Appointment booking and calendar management (Scheduling Agent)
• Social posts, email campaigns, and ad copy (Marketing Agent for Small Business)
• Payroll prep and cash-flow forecasting (Payroll & Cash-Flow Agent)
• Review monitoring and customer responses (Reviews & Reputation Agent)
• Drafting quotes and estimates (Quote & Estimate Agent)
• Sales trends, reports, and simple dashboards (Business Insights Agent)
• Stock tracking, reorder alerts, supplier notes (Inventory Agent)
• New hire training and standard operating procedures (Onboarding Agent for Small Business)
• Student tutoring, teacher productivity, and family engagement in K-12
• Lesson planning, assessment generation, writing feedback for K-12 teachers
• Special education support (IEP, 504, accommodations) for K-12
• Content creation (worksheets, presentations) for K-12
• Student safety (content moderation) for K-12
• Family communication (parent updates, newsletters) for K-12
• Curriculum alignment and compliance for K-12
• Professional development for K-12 teachers
• Student research and source finding for K-12
• Administration (scheduling, reporting) for K-12
• Academic advising for online universities, community colleges, HBCUs, K-12, medical schools, research universities, state university systems, corporate training
• Admissions & enrollment for online universities, state university systems, community colleges, HBCUs, K-12, research universities, corporate training
• Career services for community colleges, HBCUs, medical schools, online universities, research universities, state university systems, corporate training
• Compliance & risk for community colleges, HBCUs, K-12, medical schools, online universities, research universities, state university systems, corporate training
• Financial aid for community colleges, HBCUs, K-12, medical schools, online universities, research universities, state university systems
• Higher education administration
• HR in corporate training, human resources for community colleges, HBCUs, K-12, medical schools, online universities, research universities, state university systems
• Information technology for community colleges, HBCUs, medical schools, corporate training, research universities, K-12
• Institutional advancement for community colleges, HBCUs, K-12, medical schools, online universities, research universities, state university systems
• Instructional design for community colleges, HBCUs, K-12, medical schools, online universities, research universities, state university systems, corporate training
• Federal agencies (FedRAMP, ATO, Air-Gapped)
• Graduate school & thesis support
• Office of Sponsored Research (grant discovery, proposal development)
• Writing centers & tutoring services
• Library & information services
• Office of Accessibility Services
• International student services

AI approach

ibl.ai provides an AI operating system for building agents and apps, offering full source code ownership and model agnosticism. It unifies data into a knowledge layer using the Model Context Protocol (MCP) to power AI agents. The platform supports various LLMs and allows for self-hosting or deployment on cloud providers. They offer pre-existing and custom agents, and their forward-deployed engineers help build MCP-powered memory layers.

Tech named: LLM, Claude, GPT, Gemini, Llama, open-source LLMs, Model Context Protocol (MCP), NVIDIA NemoClaw, OpenClaw, Anthropic Claude models, Google Gemini, Microsoft Copilot, Amazon Bedrock, OpenAI GPT, Python 3.11+, React 19, TypeScript, JavaScript, Next.js, Tauri v2, Terraform, Ansible, OpenAPI schema

Industries served

• Higher Education
• Corporate
• Small Business
• K-12
• Government
• Financial Services
• Healthcare
• Software Development

What it says sets it apart

• Full source code ownership with perpetual license
• No vendor lock-in
• Model-agnostic (supports any LLM)
• Deployable on customer's infrastructure (cloud, on-premise, air-gapped)
• Significantly lower cost (up to 85% lower) compared to per-seat SaaS
• Flat-rate pricing, not per-seat or per-token
• Data sovereignty and privacy (data stays within customer's environment)
• Deep integration with existing systems (LMS, SIS, CRM, ERP) via MCP
• Customization and control over AI agents and platform roadmap
• Professional services for deployment, integration, and custom development
• Open-source components and architecture
• Family-owned and operated company
• SOC 2 Type II Compliant
• Focus on ethical and human-centered AI
• Ability to audit and extend the platform without permission
• Managed hosting option while retaining code ownership