Inference Planning & Deployment
Deploy Models on Your Infrastructure, Optimized for Cost
Last updated: February 2026
We figure out the optimal plan to deploy your AI models across sovereign infrastructure, private cloud, hybrid architectures, or other deployment targets, and cost-optimize the entire deployment. Strategic infrastructure planning combined with hands-on deployment execution, ensuring your models run where they need to, at a cost that makes sense.
Deployment Architectures
Different requirements call for different infrastructure. We assess your compliance landscape, performance needs, and budget to recommend the right deployment architecture, or a combination, for your specific situation.
Sovereign Infrastructure
Best for: Organizations requiring full data sovereignty and regulatory compliance
- Deployment on your national/regional infrastructure
- Air-gapped options for maximum isolation
- Full compliance with local data residency requirements
Private Cloud
Best for: Teams wanting dedicated resources without on-premise management
- Dedicated compute resources
- Custom configurations and isolation
- Managed scaling and monitoring
Hybrid Architectures
Best for: Variable workloads spanning multiple infrastructure targets
- Burst capacity across infrastructure types
- Intelligent routing between deployment targets
- Cost optimization across the full architecture
Cost-Optimized Deployment
Best for: Teams running models at scale who need to reduce inference costs
- Infrastructure cost analysis and optimization
- Right-sizing compute for your workload patterns
- Ongoing cost monitoring and adjustment
What We Deliver
Every deployment engagement includes the full set of infrastructure and operational deliverables needed to get your models running and keep them running. We handle the complexity so your team can focus on what the models actually do.
Infrastructure Provisioning
Hardware procurement, rack configuration, network setup, and environment preparation. We handle the full provisioning pipeline from vendor selection through production-ready infrastructure.
Model Deployment
Containerization, orchestration, and deployment of your models into the target environment. Includes serving optimization, load balancing, and integration with your existing systems.
Monitoring & Alerting
Continuous performance tracking with alerting for latency, throughput, error rates, and resource utilization. You get visibility into how your models are performing at all times.
Scaling Management
Automatic and manual scaling policies tuned to your workload patterns. Burst capacity for traffic spikes, scale-down during quiet periods, and cost tracking across all resources.
Security & Updates
Continuous patching, vulnerability scanning, and security hardening across the full deployment stack. Your infrastructure stays current without disrupting model availability.
Support & Maintenance
Ongoing technical support for your deployment. From routine maintenance and configuration changes to incident response and performance optimization as your needs evolve.
Backed by ARCHIMEDES
We don't just plan deployments and hand you a document. Every engagement is powered by our own technology stack, giving you infrastructure capabilities that go beyond what traditional services providers can offer.
ARC
Adaptive Routing Controller
Every deployment can leverage ARC for intelligent model routing. Queries are automatically directed to the best-fit model based on complexity, privacy requirements, and cost targets. The result is significant cost savings without sacrificing output quality.
40–80% cost savings vs. single-model routing
Learn moreHIM
Hybrid Infrastructure Mesh
For deployments spanning multiple infrastructure types, HIM provides a unified compute abstraction across GPUs, enterprise hardware, and edge devices. Your workloads route to available capacity regardless of where it sits.
Unified compute across any infrastructure
Learn moreEDES
Ephemeral Distributed Execution System
Complex deployments benefit from EDES orchestration, where ephemeral agent swarms handle provisioning, configuration, and ongoing management tasks with human approval at every decision point.
Human-in-the-loop deployment orchestration
Learn moreHow We Work
Every deployment follows a structured process from initial assessment through production and beyond. Your team is involved at every stage, with full visibility into decisions and tradeoffs.
Assessment
We start by understanding your models, workloads, compliance requirements, and performance targets. This includes your current infrastructure landscape, data residency constraints, and budget parameters. The goal is a clear picture of what needs to run where.
Architecture Design
Based on the assessment, we design the optimal deployment architecture. This covers infrastructure selection, network topology, scaling policies, cost projections, and a phased rollout plan. You review and approve the architecture before we provision anything.
Provisioning
Hardware procurement, environment setup, security configuration, and network provisioning. We prepare the full infrastructure stack and validate it against your requirements before any models are deployed.
Testing & Validation
Before any models go live, we validate the full infrastructure against your requirements. Load testing, security audits, compliance verification, and failover testing. Issues are caught and resolved in staging, not production.
Deployment & Go-Live
Models are containerized, deployed, and optimized for your specific workload patterns. Serving optimization, integration with your existing systems, and final performance validation against your benchmarks before go-live.
Ongoing Management
Post-deployment is not an afterthought. Continuous monitoring, scaling adjustments, security updates, and cost optimization. As your workloads evolve, your deployment adapts with you.
Infrastructure Security & Compliance
Every deployment is built with security and compliance as foundational requirements, not afterthoughts. We design for organizations that take data protection seriously, whether that means sovereign infrastructure, air-gapped environments, or strict access controls.
Data Sovereignty
Your data stays where your policies require. We deploy within your jurisdiction, on your infrastructure, with no data leaving your control. Full compliance with GDPR and emerging EU AI Act requirements.
Air-Gapped Options
For maximum isolation, we support fully air-gapped deployments with no external network connectivity. Your models and data operate in a completely self-contained environment.
Access Controls & Audit
Role-based access, authentication integration, and comprehensive audit logging across the deployment stack. Full visibility into who accessed what and when.
Continuous Monitoring
Real-time security monitoring, anomaly detection, and automated alerting. Vulnerabilities are identified and patched before they become incidents.
Common Questions
Let's Plan Your Deployment
Tell us what models you need to run and where. We'll assess your requirements, design the optimal infrastructure plan, and handle the full deployment.