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Research for consequential decisions

Evidence before commitment.

Physical AI Guide prepares independent, source-conscious research for teams evaluating robots, embodied AI systems, vendors, deployments, and commercial claims.

Discuss a research question →

Evidence brief

A fixed-scope assessment of what public sources establish, what remains claimed, and which evidence gaps matter to the decision.

Vendor comparison

A like-for-like comparison of access, pricing, task scope, deployment status, operating evidence, and unresolved risk.

Deployment review

A review of runtime, intervention, throughput, reliability, safety boundaries, support burden, and customer confirmation.

Monitored update

Recurring change detection for a company, product category, technology, or commercial evidence question.

Useful for

Decisions with an evidence gap

  • • Robotics buyers comparing pilots or commercial offers
  • • Investors conducting technical or commercial diligence
  • • Strategy teams mapping competitors and market readiness
  • • Integrators assessing task fit and operating constraints
  • • Founders testing how public evidence supports a claim

Method

Claims remain attached to sources

  1. 1. Define the decision. Scope the question, evidence threshold, time window, and exclusions.
  2. 2. Build the record. Prefer primary sources, customer confirmation, filings, technical artifacts, and declared protocols.
  3. 3. Classify the evidence. Keep demonstrations, pilots, contracts, deployments, and recurring operation separate.
  4. 4. Report uncertainty. Identify missing denominators, conflicts, assumptions, and the next evidence worth requesting.

Examples of our approach

Public evidence audits

Gemini Robotics 2Model layers, evaluations, access, safety, and missing deployment evidence.Maven RoboticsDeployment, reported uptime, operating windows, and missing denominators.VLA control interfacesPrompt authority, grounding, intent, memory, and physical trial evidence.Walden RoboticsLaunch claims, factory evidence, commercial access, and operating gaps.

Request research

Tell us what decision you need to make.

Include the subject, intended use, deadline, and the claims or sources already in view. We will reply only when the question fits our method and available capacity.

Commissioning research does not buy a favorable conclusion. Any public sponsored work will identify the funding relationship clearly.