Tell me what you are trying to build, fix, govern, prove, or launch, and I will point you to the public Folium page that fits. It uses public routes only, so do not send private data here.
Private AI appliance
Private AI capability without becoming an infrastructure company.
Some workflows need more control than a generic subscription can provide. Folium can design local, private, or hybrid AI appliances around documents, agents, data boundaries, fallback paths, and operating support.
Local model serving
Run selected workloads close to the business when privacy, latency, cost, or continuity make that the better fit.
Private source truth and memory
Keep source-aware assistants grounded in approved documents, update rules, and retention boundaries.
Agent and tool boundaries
Limit what agents can see, call, write, approve, or escalate before they enter real operations.
Monitoring and updates
Track behavior, failures, model changes, prompt releases, drift, and owner review after launch.
Provider-compatible gateways
Expose familiar API patterns so private, local, and cloud services can be routed without rewrites.
Fallback and degraded mode
Keep the workflow useful when a model, endpoint, provider, or network path is unavailable.
Cost and token controls
Place expensive work where it belongs and stop paying for uncontrolled context, retries, and waste.
Security and data maps
Document where data lives, who can reach it, what gets redacted, and what never leaves custody.
Private AI appliance flow
A private appliance is an operating pattern, not just a box.
Folium starts from the workload, then chooses runtime placement, knowledge attachment, action limits, and support rhythms around the business.
- 01 Select workload Choose the workflow that needs privacy, continuity, cost control, latency, or custom behavior.
- 02 Place runtime Decide local model, private endpoint, cloud route, hybrid route, containerized runtime, virtualized runtime, or edge appliance.
- 03 Attach knowledge Connect approved documents, memory, controlled retrieval, data stores, and update rules with access controls.
- 04 Limit actions Define what agents can read, draft, write, call, approve, escalate, and never touch.
- 05 Operate service Monitor behavior, cost, failures, model updates, fallbacks, logs, and owner review.
Start here
Control does not have to mean complexity.
Folium helps decide what belongs local, what belongs in cloud, and how both can cooperate safely.
- 01 Scope
- 02 Build
- 03 Prove
- 04 Operate