
On-Prem AI for Sovereign
and Secure Environments.
Deploy AHOY technologies entirely within your infrastructure — no cloud dependency, no data exfiltration.
Why On-Prem Is Not Legacy — It’s Required.
For critical infrastructure and sovereign entities, "cloud-first" is often a non-starter. Cloud-only AI is not viable for systems that must guarantee 100% uptime, absolute data privacy, or legal compliance.
Cloud dependencies introduce unacceptable risk vectors.
Competing Constraints
Real-world ops require balancing time windows, vehicle capacities, driver breaks, and hazmat rules simultaneously.
Dynamic Conditions
A perfect plan at 8:00 AM is obsolete by 8:15 AM due to traffic, cancellations, or urgent new orders.
Manual Overrides
When dispatchers manually intervene to fix one problem, they unknowingly break optimality across the entire network.
Static Solvers
Traditional VRP solvers take hours to run, making them useless for real-time operational adjustments.
Designed for Local Control from Day One
On-prem is a first-class deployment mode, not a reduced version of the platform.
Reference Deployment Topologies
Standard architectural patterns for secure integration.
Enterprise Data Center
Corp Firewall
AHOY Core
Internal DB
Local Private Network
AHOY Core Services (Docker/K8s)
Local LLM & Optimization Models
Zero external connectivity required
Sovereign / Gov Network
Gov Security Gateway
Audit & Compliance Layer
Verified Compute
Deep packet inspection ready
ZKP-verified model outputs
Immutable audit logging
Air-Gapped Environment
Sneaker-net Updates Only
PHYSICAL ISOLATION
100% Offline Operation
Physical update mechanisms
Hardware-bound licensing
Security Without Trust Assumptions
Even within your perimeter, we do not assume trust. Our On-Prem architecture is built on Zero Trust principles.
Zero Trust Architecture (ZTA)
Strict identity verification for every person and device trying to access resources, regardless of network location.
Zero-Knowledge Proofs (ZKP)
Cryptographically prove that a specific model generated a specific output without revealing the model weights or input data.
Encrypted Computation
Data remains encrypted even during processing in supported environments (TEE/SGX).
Zero Trust
Enforcement Active
AHOY Technologies Available On-Prem
GTS
Transport & logistics intelligence.
On-Prem Benefit:
Optimize national fleets without exposing routes.
Optimization Engine
Constraint-aware routing & solving.
On-Prem Benefit:
Solve complex VRPs locally with ms latency.
G-RAG
Agent-based reasoning system.
On-Prem Benefit:
Reason over classified documents securely.
AVML
Federated audio/video analysis.
On-Prem Benefit:
Process CCTV streams at the edge.
AHOY MLOps
Model lifecycle management.
On-Prem Benefit:
Train and deploy on air-gapped clusters.
Deployed in Secure Environments
Sovereign AI
Deployed within national borders for government entities requiring absolute data residency.
Critical Infrastructure
Operating in power plants and control centers where internet connectivity is a vulnerability.
Operational Horizons: What Else Becomes Possible
Moving beyond basic compliance, on-prem deployments unlock operational capabilities that are impossible with cloud-tethered architectures.







