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MetaFuze FuZeLLM Whitepaper
A practical blueprint for deploying persona-based AI behind your perimeter: TrulyPrivate tenancy, backend routing, and benchmark-driven cost controls.
Last updated: Jan 02, 2026
FuZeCORE
Right-sized private LLM hosting, priced for outcomes
If a team just wants a strong hosted model behind their own perimeter, FuZeCORE is the baseline offering. The differentiation is that customers don't have to guess which model, runtime, or GPU stack they actually need.
- Avoid overpaying: pick the smallest model that clears the use case, then scale only when needed
- Measured selection: we benchmark runtime stacks (Ollama, llama.cpp, vLLM, Triton, etc.) on the target hardware class
- FuZe optimizations: run benchmarks with and without system/CUDA tuning so you're buying the best-performing configuration
- Future-proof: swap models later as requirements change, without re-buying the platform
FuZeADMIN
Customer-visible control plane, no model lock-in
Customers get access to FuZeADMIN inside their own trust boundary to manage nodes, models, benchmarks, and deployments. FuZeADMIN ships with a tiered, curated model catalog per hardware class (with footprint + runtime-compatibility metadata, and optional artifact digests/signature verification) so teams can install candidates, test in pre-production, and promote to production with controlled rollout and rollback. As needs change, operators can swap models, pin versions, or run multiple models side-by-side on the same appliance or across a fleet. Scaling is additive: attach FuZeBOX workers or provision FuZeCLOUD nodes, and FuZeADMIN helps place models across the fleet without forcing a single model choice.
Sample: one node benchmarked across baseline vs FuZe-optimized runtime. The platform selects the best winning combination for the customer's hardware and workload suite.
FuZeLLM gives your teams a production-grade AI perimeter: run a TrulyPrivate tenancy in FuZeCLOUD or drop in a FuZeBOX appliance on-prem. Models, personas, telemetry, and audit trails stay inside your trust boundary—no shared control plane, no lock-in.
FuZeLLM Playground
Test-drive FuZeLLM’s unified persona stack exactly the way customers deploy it: production personas, live context stitching, and unified orchestration that mirrors node-to-node operations in our control plane.