Lab & Research
Private AI
Deploy FLAI on your network. Use RAG for siloed data, agents for ML libraries and sensor/IoT/robotics orchestration—so research and collaboration stay fast, private, and in-house.
Challenges of Self-Hosted AI in Research
Lack of domain knowledge in NLP hosting, difficulty deploying context-aware AI, and trust and privacy concerns with public models.
Lack of Domain Knowledge
NLP hosting and model management require expertise that many labs don’t have in-house.
Context-Aware AI Is Hard to Deploy
Difficulty deploying AI that uses your siloed data and delivers meaningful, domain-relevant results.
Trust and Privacy
Public AI models raise privacy and IP concerns; research data cannot leave controlled environments.
FLAI for Lab & Research
Deploy ready-to-use AI on your infrastructure; use your siloed data with RAG; orchestrate tasks with agents, ML libraries, and sensor/IoT/robotics.
Deploy AI on Your Network
Step 1: Host custom or public models in your private infrastructure. We help size hardware for larger models.
- Private model hosting
- Hardware sizing for research workloads
Find Context for Siloed Data
Step 2: RAG over papers, datasets, and lab notes. Context-aware responses that enhance efficiency and collaboration.
- RAG over research corpora
- Domain-specific context
Agentic Orchestration
Step 3: Agents that use ML libraries, sensors, IoT, and robotics. Task orchestration with your private data.
- ML and scientific library integration
- Sensor, IoT, and robotics orchestration
Model Fine Tuning & Training
Step 4: Self model fine tuning, training, and hosting on relevant context to bolster NLP capability within your infrastructure.
- Fine tuning on domain data
- All within your infrastructure
Outcomes for Research
Rapid R&D, easier collaboration, and AI that stays private and under your control.
Rapid R&D
Accelerate research and development with context-aware AI and agentic workflows.
Siloed Data as Context
Papers, datasets, and lab notes become searchable context for better answers.
Collaboration
Ease communication and collaboration across teams without leaving your network.
Privacy & IP
Keep data and models in-house; no sharing with public AI providers.
Ready to Deploy FLAI
in Your Lab?
Join research institutions using private AI for rapid R&D and secure collaboration. Your data stays in-house.