Independent
verification
BotManifold is independent verification for Physical AI. We run robot policies through seeded, deterministic simulation scenarios and issue statistical verdicts with confidence bounds — every verdict traceable to the exact model version, scenario set, and seed that produced it. Our evidence is structured around the frameworks robot teams already work to, including ISO 10218:2025 and the EU Machinery Regulation (EU) 2023/1230. Because we are independent of every robot stack, model vendor, and chip platform, our verdicts are ones you can hand to the most skeptical engineer in the room.
Every team building Physical AI should have access to independent verification — seeded, deterministic evidence they can trace, re-run, and challenge — not only the largest labs.
Our principles
Independent by design
The models exist. The hardware exists. What does not exist is an independent layer that can judge whether a robot policy is ready — verification that no robot stack, model vendor, or chip platform can credibly provide for itself. That is the gap we close.
Curated, not generic
We do not sell raw compute or open-ended toolboxes. We ship validated hardware bundles, verified robot models, and pre-integrated software environments — so teams spend their time on policies, not plumbing.
Partners, not vendors
Industrial and education customers have real deployment constraints. Our integration services team works alongside your engineers — from simulation setup to hardware commissioning — to make sure the stack works in your environment, not just ours.
Evidence is the product
BotManifold runs policies through seeded, deterministic scenarios and issues statistical verdicts structured around ISO 10218:2025 and ISO 13482 before they reach physical hardware — every verdict traceable to the model version, scenario set, and seed that produced it, not a checkbox at the end of the process.
Physical AI is having its breakout moment. More than $15 billion has poured into humanoid robots, vision-language-action models, and the companies building them. The models exist. The hardware exists. The capital exists.
What does not exist is the independent layer between training and deployment — verification that judges whether a robot policy is ready to deploy, issued by a party with no stake in the robot stack, model, or chip being judged.
BotManifold closes that gap — independent verification for Physical AI, so teams can prove their robots work safely in the real world.
Education & Research
Curriculum-integrated hardware bundles, Skill Library credentials, and institutional pricing for university labs and K-12 robotics programs.
Learn more →Industrial Automation
ISO-structured verification evidence and integration services for production deployments in warehouses, factories, and field robotics.
Talk to sales →OEM Partners
White-label Challenge Arena hosting, developer community hosting, and co-branded verification programs for robot hardware manufacturers.
Contact us →PHYSICAL AI IS BEING
decided today.
The teams that can prove their robots are ready will win. Start for free — no hardware required.