AI for learning environments that need privacy and control.
Give students, faculty, staff, administrators, and researchers useful AI capabilities without making a public model the default home for institutional knowledge.
From one workstation to a campus-wide private AI layer.
AIlluminate can support individual users, departments, labs, schools, districts, or institution-wide environments.
Student knowledge assistants
Grounded Q&A over approved course materials, handbooks, policies, reference documents, and learning resources.
Faculty & staff copilots
Research, drafting, summarization, document analysis, web-assisted research, and internal knowledge access.
Research environments
Private model serving and custom AI/ML pipelines for labs, data teams, and projects that need controlled infrastructure.
Administrative knowledge
Make internal procedures, forms, guides, and operational knowledge searchable through conversational AI.
Private coding assistance
Give technical programs and IT teams code-oriented model access without requiring every prompt to leave the environment.
Institution-specific AI
Build specialized retrieval, model routing, automation, or ML architecture around the institution’s own requirements.
Start small with Flare.
Flare is a private desktop AI application for Windows, macOS, and Linux with chat, document Q&A, web search, link-based Q&A, code assistance, image generation, and support for remote llama.cpp or Llamafile model servers.
- Works across common document formats
- Scales behavior to device capability
- Can connect to remote private model servers
- Supports remote chat access through a link code
Need institution-wide infrastructure?
We can design the full private AI/ML environment: servers, model serving, retrieval, data pipelines, internal APIs, remote access patterns, and deployment topology.