EMBEDDED INTELLIGENCE

AI That Lives

On The Chip.

Embedded intelligence for OEM hardware — real-time, private, and cloud-independent.

Why Intelligence Must Move to the Device.

If intelligence depends on the cloud, the device is not autonomous. Real-world systems require millisecond decisions, not round-trip network requests.

Latency is the enemy of autonomy.

Latency Requirements

Traffic signals and autonomous brakes cannot wait 200ms for a cloud inference response.

Bandwidth Constraints

Streaming raw 4K video to the cloud is cost-prohibitive and often physically impossible.

Privacy & Regulation

GDPR and surveillance laws increasingly forbid raw biometric data from leaving the capture device.

Reliability

Systems must function correctly even when the cellular network is down or jammed.

Designed for Embedded Reality

AHOY systems are designed to degrade gracefully, operate offline, and scale across millions of devices.

Local-First Execution

Logic runs on the SoC. The cloud is for aggregation, not operation.

Local-First Execution

Logic runs on the SoC. The cloud is for aggregation, not operation.

Local-First Execution

Logic runs on the SoC. The cloud is for aggregation, not operation.

Deterministic Performance

Guaranteed inference times for real-time control loops.

Deterministic Performance

Guaranteed inference times for real-time control loops.

Deterministic Performance

Guaranteed inference times for real-time control loops.

Fleet-Scale Updatability

OTA updates that are cryptographically verified and rollback-safe.

Fleet-Scale Updatability

OTA updates that are cryptographically verified and rollback-safe.

Fleet-Scale Updatability

OTA updates that are cryptographically verified and rollback-safe.

Hardware-Agnostic by Design

Optimized for constrained compute, memory, and power.

ARM-based SoCs

Automotive ECUs

Embedded GPUs

Industrial PLCs

NPUs / Accelerators

FPGA Systems

ARM-based SoCs

Embedded GPUs

NPUs / Accelerators

Automotive ECUs

Industrial PLCs

FPGA Systems

Reference On-Chip Architectures

Smart Camera OEM

Lens

SoC

AVML Inference

Event Metadata Only

On-chip AVML inference

No raw video export

Traffic Light Controller

Optimization Engine

Local decision logic

Peer-to-peer coordination

Automotive System

LiDAR

Radar

Fusion & Reasoning

Async Cloud Sync

Sensor fusion at edge

Deferred cloud sync

AHOY Technologies Available On-Chip

AHOY-AVML

Federated audio & video intelligence running entirely on-device.

Optimization Engine

Constraint-aware routing logic for embedded systems.

G-RAG (Edge Mode)

Local graph reasoning over device-level data.

AHOY MLOps

Secure model lifecycle management agent for fleets.

AHOY-AVML

Federated audio & video intelligence running entirely on-device.

G-RAG (Edge Mode)

Local graph reasoning over device-level data.

Optimization Engine

Constraint-aware routing logic for embedded systems.

AHOY MLOps

Secure model lifecycle management agent for fleets.

Security Without External Trust

Even the manufacturer does not need to trust the device blindly.

Zero Trust On-Device

Strict component-level authentication within the device architecture.

ZKP-Validated Updates

Cryptographically prove that a model update is authorized and correct before applying.

Encrypted Pipelines

Data remains encrypted from sensor capture to inference result.

Immutable Audit Trails

Local, tamper-proof logs of all critical decisions made by the device.

Zero Trust

Enforcement Active

Why OEMs Partner with AHOY

Hardware Differentiation

Turn 'dumb' sensors into intelligent agents that command a premium.

Reduced Cloud Costs

Process 99% of data locally. Only pay for the insights that matter.

Privacy by Default

Sell to privacy-conscious markets (EU, Defense) with confidence.

Embedded Horizons: What Else Becomes Possible

When you remove the cloud dependency, you unlock a new class of device capabilities.

Collaborative Swarm Intelligence

Drones or autonomous robots coordinating search-and-rescue patterns via peer-to-peer radio, without a central command server. Each unit runs its own G-RAG node, sharing findings and optimizing the search grid collectively in real-time.

Collaborative Swarm Intelligence

Private Biometric Access

Secure facility doors that verify identity instantly without ever sending face embeddings to a database. The 'key' stays on the user's face, and the verification happens in the camera's secure enclave, ensuring that a database hack can never leak biometric data.

Private Biometric Access

Predictive Industrial Health

Motors, turbines, and pumps that 'listen' to their own vibrations and temperature curves. They predict failure weeks in advance and autonomously schedule their own maintenance or adjust their load to prevent catastrophe—all without an internet connection.

Predictive Industrial Health

Offline Real-Time Translation

Wearable devices that provide instant, private translation for diplomacy, medical aid in remote areas, or intelligence gathering. Nuanced language models run on-chip, preserving the context and privacy of sensitive negotiations.