Physical AI safety and platform readiness

Connect the AI decision to what happens in the real world.

Connect AI behaviour, operating limits and safety evidence before a physical trial or wider deployment.

Operating limits come first
Operating conditionsModel behaviourSafeguards

When it helps

AI can influence movement, equipment, access or another outcome in the physical world.

Bring what you have

Your requirements, the current design and the questions you need to resolve.

The work

A clear scope. A useful outcome.

Define the limits

Intended use, operating conditions, failure scenarios and human intervention.

Evaluate the platform

NVIDIA and Hailo options, integration constraints and measurable performance.

Organise the evidence

Scenario tests, traceable findings and preparation for specialist safety review.

What you leave with.

Methods and supporting detail

Define the intended operation

Establish what the system is expected to sense and do, where it will operate and how people interact with it. Identify situations it should recognise as outside its permitted operation and the response expected when inputs, communications or compute resources fail.

The result is a clear system boundary and an agreed set of questions for engineering and safety review.

Plan the evidence

Connect the important failure scenarios to evaluation requirements. Define what can be tested in simulation, on the bench or in a controlled environment, and where evidence needs to come from the intended site.

We help organise assumptions, test results, limitations and unresolved issues so that a decision-maker or specialist assessor can follow the reasoning. Tests need to support specific claims about the system; a strong average score alone does not establish a safe operating range.

Review the platform

Assess NVIDIA and Hailo options against the actual workload and integration constraints. Consider model support, sensor inputs, host processing, response time, power, heat, update arrangements and behaviour under degraded conditions.

For Hailo, this can include model conversion and evaluation around the relevant software toolchain and host integration. For NVIDIA, it can include edge architecture and the applicability of safety-oriented platforms and tooling to the proposed use.

Prepare for NVIDIA Halos discussions

NVIDIA Halos brings together physical AI safety technologies and an inspection ecosystem. For teams considering it, we can help establish what is relevant to the project, map the available design evidence and prepare the questions needed for programme and assessment discussions. NVIDIA Halos.

Our role is advisory and engineering support. Formal Halos inspection and any subsequent system certification follow the applicable provider’s process.

Practical starting points

Physical AI readiness review

A focused review of the intended operation, system boundary, important failure scenarios and current evidence. Output: a decision brief and prioritised workplan.

NVIDIA or Hailo feasibility study

Assess the fit of a proposed platform and test the main deployment uncertainties. Output: configuration-specific findings, integration requirements and a recommendation for the next stage.

Safety evidence preparation

Organise requirements, assumptions, tests and open issues for an internal release review or an external specialist assessment. Output: a traceable evidence structure and a clear view of what remains to be demonstrated.

Keep the responsibilities clear

We agree the contribution of the product owner, engineering team, safety specialists and assessment bodies at the start. A platform’s safety features support the system design; the finished application still needs evidence for its own use and environment.

Tell us what the system will do.

The intended action, operating environment and stage of development are enough to start a useful conversation.

Before we begin.

How do NVIDIA Halos and Hailo differ?

NVIDIA Halos concerns physical AI safety. Hailo develops edge AI processors and platforms. We help with the relevant readiness, integration and evaluation questions; they are distinct organisations and offerings.

Can you certify a system as safe?

We prepare evidence and support readiness. Formal safety assessment and certification follow the applicable specialist route.

A useful place to start

What decision is ahead of you?

Tell us what you are building, adopting or trying to understand.

Discuss your project