AHOY Unveils Sovereign-Ready Toolkit to Make Sensor Data Auditable

AHOY, the deeptech infrastructure company delivering Physical AI, today announced the launch of the Perception Suite — the first sovereign deployable toolkit to unify perception, intelligence, and orchestration into a single, auditable action layer for real-world environments.

The suite consolidates AHOY’s vision, audio, and data intelligence capabilities into a single deployable stack that runs onchip, at the edge, onprem, and in fully airgapped environments, making it the only perception tooling in the world that operators, governments, and enterprises can deploy independently, on their own infrastructure, under their own sovereignty.

The announcement was made at Web Summit Rio, where AHOY participates as a Platinum Partner. It is accompanied by two additional strategic milestones: a research partnership with Mila — Quebec AI Institute (founded by Yoshua Bengio) to advance ondevice physical AI; and the establishment of Canada’s first Physical AI Lab, headquartered in Montreal, AHOY’s North American base of operations.

The Perception Suite: Architecture and Modules

The Perception Suite is AHOY’s answer to a structural gap in enterprise and sovereign AI deployment. Existing perception tooling either requires persistent cloud connectivity, produces outputs that cannot be independently audited, or arrives as fragmented point solutions that operators must assemble and maintain themselves. The Perception Suite closes all three gaps simultaneously.

The suite is composed of four integrated modules:

1. Vision SDK: Real-time computer vision executed at the edge and onchip, with no cloud dependency. Designed for environments where latency, data sovereignty, and continuous uptime are nonnegotiable.
2. Audio: Multimodal audio intelligence and anomaly detection, enabling acoustic situational awareness across industrial, transport, and infrastructure environments. The Audio module now includes speech-to-speech capabilities that support Portuguese, and the overall audio stack has been adapted for Portuguese language use cases and testing workflows.
3. Data Intelligence: Context-aware GraphRAG (GRAG) with deterministic outputs, grounding decisioning in structured, verifiable knowledge rather than probabilistic inference alone. GRAG is extended to incorporate AVML (audiovisual machine learning) signals and local geographic context so that alerts and recommendations are explicitly grounded in place-specific knowledge (e.g., site maps, local topology, regional asset registries).
4. Orchestration: Permissioned decisioning at millisecond latency, enforcing Deterministic Permissioning across all actions the system recommends or initiates.

Photo credit: AHOY

The four modules combined cover the full arc from raw sensor input to verified, permissioned output, the complete perception-to-action pipeline that Physical AI requires. AHOY is the only organization that has completed the underlying research across all four domains and packaged the results as tooling that customers can operate without dependency on AHOY’s own infrastructure.

“The Perception Suite represents a fundamental shift in who controls intelligence at the operational edge,” said Jamil Shinawi, CEO and founder of AHOY. 

“For too long, deploying real perception capabilities meant accepting cloud dependency, opaque outputs, or both. We have done the research, engineered the stack, and packaged it so that a government ministry, a port operator, or a critical infrastructure team can run sovereign-grade AI on their own hardware, onchip, onprem, airgapped, with every action fully auditable”.

Product Updates and Regional Capabilities

• Language and Localization: The Perception Suite has been adapted for Portuguese language workflows. Speech-to-speech functionality within the suite now supports Portuguese, with expanded language support and additional languages to follow.
• Regional Expansion: AHOY now supports LATAM deployments with explicit local geographic grounding (maps, regional topology, and so on), addressing a common gap left by major vendors.
• AVML and GRAG Enhancements: AudioVisual ML (AVML) integration and GRAG have been enhanced to leverage multimodal signals plus local geographic context, improving precision in event attribution, reducing false positives, and enabling more actionable, auditable alerts tied to site-specific knowledge.
• Performance Upgrades: Upgraded capabilities include a 10% latency improvement across key perception pipelines and end-to-end decisioning-to-action performance that operates in under 100 ms for typical ondevice deployments.

Recent AHOY Milestones

Alongside the Perception Suite launch, AHOY confirmed two strategic developments recently that extend the company’s research and infrastructure depth in North America:

• Mila Partnership: Advancing Physical AI Research: AHOY has entered a research partnership with Mila — Quebec AI Institute. The collaboration is focused on advancing ondevice physical AI, the class of systems that perceive and act in real, physical environments rather than operating on digitized representations alone. The partnership positions AHOY as a principal applied research partner for physical AI in North America and deepens the company’s alignment with Canada’s AI research leadership.
• Canada’s First Physical AI Lab: AHOY has established Canada’s first Physical AI Lab, based at its North American headquarters in Montreal. The lab is the applied research home for AHOY’s perception, audio, and data intelligence work and will serve as the proving ground for new Perception Suite capabilities before they move to production deployment. The lab operates under the leadership of Dr. Hood Khizer (Chief Scientific Officer) and Dr. Benoit Julien (Chief Technologist), both recently appointed to their roles.

AHOY, the deeptech infrastructure company delivering Physical AI, today announced the launch of the Perception Suite — the first sovereign deployable toolkit to unify perception, intelligence, and orchestration into a single, auditable action layer for real-world environments.

The suite consolidates AHOY’s vision, audio, and data intelligence capabilities into a single deployable stack that runs onchip, at the edge, onprem, and in fully airgapped environments, making it the only perception tooling in the world that operators, governments, and enterprises can deploy independently, on their own infrastructure, under their own sovereignty.

The announcement was made at Web Summit Rio, where AHOY participates as a Platinum Partner. It is accompanied by two additional strategic milestones: a research partnership with Mila — Quebec AI Institute (founded by Yoshua Bengio) to advance ondevice physical AI; and the establishment of Canada’s first Physical AI Lab, headquartered in Montreal, AHOY’s North American base of operations.