Enterprise-Grade Deployment
Flexible, secure, and fast — Llama Packs deploy the way you need them to.
Deployment options comparison
Side-by-side view of how we host, connect, and harden workloads across SaaS, hybrid, and fully isolated on-premises footprints.
| Fully Managed Cloud (SaaS) | Hybrid | Air-Gapped On-Prem | |
|---|---|---|---|
| Description | Dedicated HIPAA-eligible tenant in our operated US regions. Includes managed control plane, model serving tiers, telemetry, patching, encryption defaults, and versioned rollout of Llama Pack runtimes coordinated with your Epic / FHIR / HL7 integrations. | Inference and agent execution run inside your VPC/VNet (Kubernetes), with optional SaaS-hosted control plane for orchestration dashboards. Edge connectors sit on your network boundary for PHI staying inside your sovereignty envelope while workloads scale with predictable latency. | Fully offline bundle: inference stack, orchestration controllers, immutable model registry vault, and audited update payloads delivered through your trusted media channel. Designed for hardened enclaves without vendor internet egress paths. |
| Best For | Multi-hospital enterprises seeking lowest operational friction, elastic capacity, centralized upgrades, rapid vendor-backed incident response SLAs. | Health systems needing PHI co-location inside private cloud substrates but still wishing for managed Llama lifecycle, guardrails telemetry, and expert MLOps handoff. | Agencies, academic medical centers under strict zoning, unified compliance programs, legacy air-gap data centers requiring zero WAN dependency for inference governance. |
| HIPAA / Data Residency | Business Associate Agreement (BAA), US-region residency choices, KMS / customer-managed encryption options where contractually required. Continuous audit-ready logging streamed to SOC tooling you connect. | PHI remains in-region within your tenancy; cryptographic separation between control signaling and health payloads via mTLS meshes and private interconnects (ExpressRoute / Direct Connect / equivalents). | No third-party WAN touch for PHI movement; cryptographic chain-of-custody for bundles; segmented admin lanes; aligns with HIPAA Security Rule safeguards and high-side operating procedures. |
| Time-to-Value | Typical 4–8 weeks from signed order to sanctioned production pilot spanning agent smoke tests, workflow shadow mode, KPI baselines vs human queues. | Typical 6–12 weeks depending on interconnect complexity, VPC landing zone readiness, Secrets platform integration density, penetration retest gates. | Typical 10–16+ weeks pending hardware sourcing, accreditation cycles, segmented patch staging, two-key approval chains, deterministic disaster rehearsal. |
Models we operate in production footprints
Base policy: model choices are version-pinned, SBOM-tracked, and rolled forward only through your joint change board. Optional customer-owned fine-tunes remain your intellectual property.
- Meta Llama 3.1 70B Instruct — primary enterprise reasoning tier for multi-step revenue cycle, population health, and orchestration agents where explainability hooks and tool selection matter.
- Meta Llama 3.1 8B Instruct — low-latency micro-agents, deterministic routing tiers, deterministic guardrail classifiers stacked ahead of heavyweight planners.
- Production-grade quantized builds — selectively approved INT8 / INT4 and GGUF builds when validated accuracy thresholds against your payer + CDM fixtures hold within signed SLAs on supported accelerators only.
- Domain adapters & safe fine-tuning — optional LoRA / continual pre-fine cycles executed in your tenancy with locked datasets; merges reviewed under MLOps promotion gates.
- Deterministic policy shell — rule engines & adjudication trees wrap probabilistic completions so billing, HIPAA minimum necessary, PHI segmentation, or safety interlocks remain non-negotiable irrespective of stochastic drift.
Operational split — what NoProbLlama provides versus your platform team
Clear RACI minimizes surprise during security reviews while keeping your clinicians and integration partners in familiar operational lanes.
What NoProbLlama provides
- Reference Helm / Kustomize bundles and Terraform modules for repeatable clusters
- Hardened agent runtime sandbox, egress policy primitives, ephemeral secret injection
- Telemetry schemas aligned to SIEM ingestion (ECS / CEF bridging options)
- Incident response playbook co-written with hospital security stakeholders
- Pack-specific regression suites and synthetic workflow harnesses shipped per release train
What your technical team contributes
- Identity federation (OIDC/SAML) integration with Epic service accounts where applicable
- Network segmentation decisions, ingress controllers, IDS/IPS policy alignment
- Provisioned KMS / Vault integration and certificate lifecycle ownership
- Operational change windows, CAB approvals, blackout scheduling for payer filing cycles
- Data classification labels and permitted-use attestations surfaced to auditors
Infrastructure blueprint — illustrative 400-bed academic medical center footprint
Exact sizing flexes with concurrent agent throughput, context window targets, and pack mix. We deliver a workload model spreadsheet during technical discovery and refine after two weeks of integration tracing.
GPU inference plane
Minimum production pair: 2× NVIDIA L40S (48GB) or A100 40GB per fault domain for Llama 3.1 70B-class serving with redundancy; H100 80GB when token budgets exceed 8k concurrent clinical summarization agents with sub-450ms SLA.
CPU orchestration envelope
64–128 vCPU aggregate per NVIDIA node for kubelet overhead, Envoy sidecars, policy engines, ephemeral batch workers. Separate non-GPU pools for ingestion microservices bridging HL7/FHIR bursts.
Memory / NVMe strata
512GB–1TB DDR5 per GPU head node for KV cache residency and quantized weight staging layers. 4–8TB PCIe Gen4 NVMe local RAID1 for immutable model blobs, trace buffers, ephemeral scratch prior to sanitized export.
Kubernetes target baselines
CNCF-aligned 1.28+ with hardened PSP replacement (Kyverno / OPA Gatekeeper), cilium-backed network policies enforcing east-west segmentation, CSI snapshots for forensic replay sandboxes.
Network throughput envelope
10–25GbE NIC bonding between inference tier and integration DMZ hosting Epic interconnect listeners. QoS carve-outs so batch population health workloads cannot crowd revenue integrity SLAs.
Secrets & cryptography
HashiCorp Vault or cloud KMS equivalents with automatic token rotation (<24h ephemeral identity). Mandatory TLS 1.3 everywhere; hardware security module proximity for sovereign deployments when contractually specified.
Deployment timeline — enterprise delivery cadence
- 101 · Discovery
Joint engineering workshop: PHI flow mapping, Epic module inventory, payer rules sensitivity review, RACI tightening, KPI definition for autonomy acceptance.
- 202 · Architecture sign-off
Threat-model whiteboarding, cryptographic boundary diagramming, failover simulations, DPIA readiness pack, hardened bill of materials tagging for model lineage.
- 303 · Non-prod hardening
Deploy to staging mirrors; synthetic PHI fixtures; fuzzing integrations; telemetry hook validation; SOC alert dry runs; tabletop incident exercises.
- 404 · Parallel operations
Shadow agents produce candidate outputs routed to QA cohorts until statistical parity thresholds met versus human adjudication benchmarks across agreed cohorts.
- 505 · Controlled production
Progressive rollout by facility or service line, executive hypercare war room, KPI instrumentation on cash acceleration / LOS / burnout proxies, iterative tuning loop.
Security & compliance posture you can cite in committee decks
- SOC 2 Type II-aligned control mapping with continuous evidence collection exporting to third-party auditors.
- HIPAA BAA workflows with explicit subprocessors enumerated; optional EU / UK overlays when research affiliates exist.
- Immutable append-only telemetry for model invocation + human override decisions — supports corporate integrity investigations.
- Quarterly penetration test partnership catalog; customer red-team augmentation slots negotiated at contract initiation.
- Continuous dependency scanning feeding promotion freeze gates blocking vulnerable container layers entering prod.
- Role-based ACL with break-glass patterns, dual-authorization enforced for PHI-class configuration mutations.
Commercial & Total Cost of Ownership framing
Commercial constructs combine deployment topology, Llama Pack entitlements, integrated agent concurrency, premium support / joint war-room coverage, and optional GPU capex leasing partners when you procure hardware directly while we certify images. Typical annual recurring software spend scales with sanctioned production agents — not dormant lab sandboxes — so finance teams avoid shelfware surprises.
Infrastructure OPEX deltas between hybrid and air-gap primarily track datacenter electricity, redundancy margin, staffing for on-call inference SRE rotations, and longer accreditation audit cycles amortized over a 36–60 month capital refresh horizon. Detailed scenario modeling spreadsheets are exchanged under mutual NDA after introductory technical diligence.
Ready to discuss your specific environment?
Bring integration diagrams, VLAN maps, Epic module ownership, or security questionnaire drafts — our field CTO team turns them into a concrete deployment dossier inside two business sessions.
Schedule a CTO CallPrefer email? Reach hello@noprobllama.ai