Build with AHOY
Build on the infrastructure
that already runs the real world.
AHOY gives builders production-grade Physical AI as composable building blocks.
From perception, reasoning, decisioning, and execution, take what you want, deploy it on-edge, on-prem, or sovereign cloud, and ship real-world AI solutions in weeks.
Builder advantages (chips):
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Compose, don’t reinvent
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Production-proven
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Real-time at the edge
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No lock-in — bring your own models
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Sovereign & auditable
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01
AHOY Machine studio
1.0
2.0
Reasoning
Turns those signals into real-world context with graph-based reasoning.
Data intelligence
GraphRAG
Knowledge graphs
Models
LLMs
Vision models
Speech models
3.0
Decisioning
Weighs the situation and chooses the best action in milliseconds.
Capabilities
Simulations
4.0
Execution
Coordinates assets, systems, and workflows to carry the action out.
Capabilities
Orchestration engine
Workflow automation
Human-in-the-loop
Deploy anywhere
Edge
On-prem / air-gapped
Sovereign / private cloud
Public cloud
Mesh
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Core technologies of AMS
The engines and models inside the stack.
Production-grade building blocks. Use them together as one operating system, or call just the one you need.
01
Perception
AHOY AVML
Federated, zero-trust audio-video ML that lets machines perceive at the edge without raw video or audio ever leaving the device.
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Federated learning with no data transfer
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Cryptographic model verification & zero-
knowledge validation
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Multi-modal detection, tracking & acoustic- event spotting
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RTSP / WebRTC ingestion
02
Perception
Audio Kit
Voice intelligence that turns conversation — calls, contact centers, voice agents into structured, auditable signal.
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Real-time transcription & sentiment extraction
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Multi-language conversational voice agents
03
Reasoning
AHOY Data Intelligence
A graph-based reasoning agent (G-RAG) that grounds decisions in situational truth by reasoning over a live knowledge graph.
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Agent-based graph reasoning
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Dynamic knowledge-graph build & update
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Named-entity recognition
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LLM-agnostic query & answer generation
04
Decisioning
Routing Optimization Engine
Constraint-aware pathfinding and spatial optimization that recalculates system behavior in milliseconds, powered by real- time geospatial data.
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Geospatial & traffic data
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Dynamic routing algorithms
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Multi-stop, centroid & coverage optimization
05
Decisioning / Execution
AHOY GTS — Global Traffic System
A real-time, multi-modal transport
intelligence system for city and national-scale operations — modeling, predicting and optimizing movement as a live graph of constraints and flows, fully functional offline.
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One unified picture across road, air, logistics & assets
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Continuous millisecond re-routing
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Decentralized training with verifiable updates
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Fully sovereign — on-prem, air-gapped or tactical edge
06
Execution
Orchestration Engine
The coordination layer for your value chain synchronizing people, vehicles, assets, and policy across the full operational graph with deterministic, auditable execution.
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Operational Research (OR) optimization
frameworks
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Workflow & policy orchestration APIs
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Dynamic fleet re-assignment
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Event pipelines, human-in-the-loop & sovereign compute
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Deployment
Where the stack runs.
AHOY is deployment-agnostic. AHOY Machine Studio (AMS) operates across four modes and the customer decides where intelligence lives.
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Where AMS is deployed
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.
04 Decisioning (GTS)
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
Start building Physical AI that acts.
Get access to the stack, the engines, and the team that's already deployed it in the most demanding places on earth.