Audit-Ready AI for Robotics Safety: Machine-Generated HARAs, FMEAs, and Risk Assessments That Hold Up to Certification
Robotics teams are under real pressure — fenceless deployments, faster iteration cycles, and expanding safety scope — but the artifacts gating launch and certification (HARA, FMEA, machinery risk assessments, PL/SIL determinations) still get built by hand. Why? Because auditors don't accept "the model said so." This session breaks down what separates AI that impresses from AI that survives third-party review: traceability, evidence chains, failure-mode transparency, and zero tolerance for hallucination. We'll cover the design principles for applying AI to robotics safety artifacts, the organizational patterns that make adoption stick, and the common failure modes that quietly kill AI pilots in compliance-driven environments.
Attendees will leave with:
A framework for evaluating AI tools in safety-critical robotics contexts
Design principles for building traceability and audit-readiness into AI-generated artifacts
Common failure modes that derail AI pilots in compliance workflows — and how to avoid them
A view on where this category is heading over the next 18 months
Akshay Chalana is Co-Founder and CEO of Saphira AI, which builds AI systems that produce auditable safety and cybersecurity artifacts (HARA, FMEA, TARA, V&V, requirements) for automotive OEMs and Tier 1 suppliers.
This session is a part of Intelligent Machine Guild's Partner Webinar Program
Whether you’re building a product, offering a service, conducting research, or exploring new ideas—we welcome voices from across the ecosystem: companies, individuals, students, professors, and creators of all kinds.
What we need from you
We’ve kept things simple. Just provide 7–8 basic details via a short form, and we’ll handle the rest:
We’ll create your Luma event
We’ll help promote it within the ecosystem
We’ll invite attendees on your behalf
You’re free to choose a time that works best for your schedule. While a representative from Intelligent Machine Guild may join, these sessions are designed to be lightweight and scalable as we support a large number of hosts.
Why participate?
As an emerging organization, Intelligent Machine Guild—along with our partners—has strong visibility across the robotics and AI ecosystem. It’s our goal to provide a stage for diverse voices and accelerate the exchange of ideas during one of the most exciting periods of growth in this field.
We encourage you to take advantage of this opportunity at your convenience.
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We look forward to hearing from you. Stay tuned for upcoming announcements featuring the full lineup of topics, companies, and individuals showcasing what they’re building—and contributing to the rapid evolution of robotics and intelligent machines.