Physical AI Stack

Infrastructure that

perceives, decides, and operates.

A layered stack that turns raw sensor signals into timely, auditable action—locally, sovereignly, at scale. Six layers. One unified operating system for the physical world.

Applications:

Cities • Airports • Utilities

Orchestration:

Real‑time coordination across machines, teams, and workflows

Decisioning:

Routing • Optimization • Millisecond planning

Context & Knowledge:

Graph‑based retrieval, situational models (Data Intelligence)

Perception:

Vision • Acoustic • Telemetry • IoT sensors

Infrastructure:

On‑chip • Edge • On‑prem sovereign • Cloud • Mesh

Built for the real world

Foundation models weren't built to run cities, grids, or emergency services. Real systems demand perception, millisecond decisioning, and deterministic orchestration. AHOY closes that gap.

Built for the real world

Foundation models weren't built to run cities, grids, or emergency services. Real systems demand perception, millisecond decisioning, and deterministic orchestration. AHOY closes that gap.

Sovereign by design

Physical AI, Sovereign AI, and Edge AI converge at one layer. AHOY operates entirely on national infrastructure—no foreign cloud dependency, no data export, no back doors.

Sovereign by design

Physical AI, Sovereign AI, and Edge AI converge at one layer. AHOY operates entirely on national infrastructure—no foreign cloud dependency, no data export, no back doors.

Operational now

Active deployments across Saudi Arabia, Qatar, UAE, Europe, and North America. 100+ enterprise operations. 18,000%+ growth in mission-critical orchestration.

Operational now

Active deployments across Saudi Arabia, Qatar, UAE, Europe, and North America. 100+ enterprise operations. 18,000%+ growth in mission-critical orchestration.

The Stack

Six layers. One unified system.

The stack flows bottom-up: each layer feeds the one above it. Click any layer to explore its capabilities and the core technologies that power it.

01

Foundation Layer

Infrastructure

Deployment modes: Sovereign · On-prem · Edge · Cloud · Mesh Serves: Cities · Airports · Utilities

02

Sensory Layer

Perception

Inputs: Vision · Acoustic · Telemetry · IoT Sensors

03

Intelligence Layer

Context & Knowledge

Capabilities: Graph Reasoning · Agent-Based Retrieval · Federated Learning

04

Decision Layer

Decisioning

Capabilities: Routing · Optimization · Millisecond Planning

05

Coordination Layer

Orchestration

Capabilities: Agentic · HITL Coordination · Sovereign-First

06

Application Layer

Applications

Sectors: Cities · Airports · Utilities

Deployment

Where the stack runs.

AHOY is deployment-agnostic. The same stack operates across four modes—the customer decides where intelligence lives.

Sovereign AI

On-Prem

Fully air-gapped installs with on-soil control of data and keys. Designed for compliance and sensitive environments. No foreign cloud dependency.

Sovereign AI

On-Prem

Fully air-gapped installs with on-soil control of data and keys. Designed for compliance and sensitive environments. No foreign cloud dependency.

Flexible AI

On-Cloud

Scalable compute for non-sensitive workloads and burst capacity. Seamless hybrid operation when policy permits. Full compatibility with sovereign core.

Flexible AI

On-Cloud

Scalable compute for non-sensitive workloads and burst capacity. Seamless hybrid operation when policy permits. Full compatibility with sovereign core.

Edge AI

On-Chip

Embedded inference on devices for immediate, offline decisions. Small-footprint models and low power operation. Millisecond response without connectivity.

Edge AI

On-Chip

Embedded inference on devices for immediate, offline decisions. Small-footprint models and low power operation. Millisecond response without connectivity.

Distributed

Mesh / P2P

Distributed coordination across sites with no single point of dependency. Allied intelligence sharing via federated learning—weights only, never data.

Distributed

Mesh / P2P

Distributed coordination across sites with no single point of dependency. Allied intelligence sharing via federated learning—weights only, never data.

Deployments

Operational AI, proven at scale.

Active deployments across the Middle East. Every case study maps to the stack layers that power it.

Aviation · Saudi Arabia

SGS — Airport Ground Operations

AI-orchestrated ground operations and baggage handling for smoother turnarounds. Reduces manual coordination overhead across ramp, baggage, and gate workflows.

02 Perception

05 Orchestration

04 Decisioning

FLY+

Urban Mobility · Saudi Cities

LTech — Real-Time Traffic Optimization

Vision AI and telemetry to reduce congestion across Saudi city networks. Continuous re-optimization of signal timing and routing in response to live conditions.

02 Perception (AVML)

02 Perception (IoT)

04 Decisioning (GTS)

05 Orchestration (IITS)

05 Orchestration (H2OTO)

Water Infrastructure · Saudi Arabia

Spectrum of Life — Water Network Control

Autonomous control of distribution networks for faster leak detection and balanced supply. IoT telemetry feeds decisioning layer for continuous pressure optimization.

02 Perception (IoT)

04 Decisioning

05 Orchestration (H2OTO)

Sovereign AI · Qatar

Dark Moon — Classified Intelligence

Secure, on-prem deployments delivering audit-ready intelligence for sensitive operations. Full air-gap, cryptographic provenance, and sovereign data control.

01 Infrastructure

03 Knowledge (G-RAG)

05 Orchestration

Our research is complete only when it operates in the real world.

That is the standard we hold ourselves to.

AI and Advanced Algorithms for Complex Problems.

Research-driven systems powering orchestration, logistics, and critical infrastructure.

© 2025 AHOY Technologies. All rights reserved.

AI and Advanced Algorithms for Complex Problems.

Research-driven systems powering orchestration, logistics, and critical infrastructure.

© 2025 AHOY Technologies. All rights reserved.

AI and Advanced Algorithms for Complex Problems.

Research-driven systems powering orchestration, logistics, and critical infrastructure.

© 2025 AHOY Technologies. All rights reserved.