INDEPENDENT VERIFICATION

INDEPENDENT
VERIFICATION
for Physical AI

BotManifold proves robot policies are ready to deploy — seeded, deterministic scenario testing with statistical verdicts your safety team can trace, re-run, and challenge.

GET STARTED →SEE HOW IT WORKS
10+
ROBOT MODELS
4
FRAMEWORKS
<5 MIN
FIRST VERDICT
THE PLATFORM

EVERY ROBOT SHIPS WITH proof.

AI-powered robots are entering factories, hospitals, and homes. BotManifold exists so that every one of them arrives with evidence: measured, repeatable, traceable verdicts.

MEASURED
Verdicts, not vibes

500-episode simulation runs scored against published criteria — pass or fail, with the evidence attached.

REPEATABLE
Same test, every time

Deterministic scenarios and pinned engines, so a verdict earned today can be reproduced in a year.

TRACEABLE
Every verdict, sourced

Every verdict traces to the exact model version, scenario set, and seed that produced it — structured around the frameworks robot teams already work to, including ISO 10218:2025.

OUR MISSION

TRUST FOR THE WHOLE LIFE OF a robot.

AI-powered robots earn their place in factories, hospitals, and homes the same way people do: by proving themselves, and by being accountable afterward. BotManifold exists to supply both halves of that trust. Today, that means measured, repeatable, traceable verdicts — proof before a robot reaches the floor. Over time, it means closing the loop: connecting what robots promise in simulation with how they actually perform in the field, so that every verdict gets sharper with every deployment. We believe the companies that win Physical AI will be the ones whose robots arrive with evidence — and we intend to be where that evidence comes from, for the robot’s whole life.

HOW IT WORKS

BUILD. EVALUATE. Deploy.

From policy training to verified deployment — without leaving the platform.

01
Build
Studio
3D scenario editor with AI copilot
Skill Library
Shared robot skills — collect data for your own model training
02
Evaluate
Training Monitor
Real-time training observability and alerts
Arena
Benchmark leaderboard and challenge rankings
03
Deploy
BotCI
Automated CI/CD for robot policies via GitHub Actions
SDK
Python SDK and MCP tools for agent-native workflows
SOLUTIONS

BUILT FOR industry AND academia

Whether you're shipping to production or publishing research, BotManifold fits your workflow.

INDUSTRY
End-to-end verification for production robotics

From scenario design through verification and deployment — everything your team needs to ship reliable robot policies to production.

STUDIOARENATRAINING MONITORBOTCISDK
ACADEMIA
Tools for teaching, research, and reproducible benchmarks

Build curriculum scenarios, run reproducible evaluations on shared leaderboards, and collaborate with the research community.

STUDIOSKILL LIBRARYARENASDKCOMMUNITY

PHYSICAL AI IS BEING
decided today.

The teams that can prove their robots are ready will win. Start for free — no hardware required.

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