Choose the task before the robot.

A robot purchase is also a decision about the surrounding process. The object must arrive in a usable condition, the machine needs an acceptable place to act, and another person or system must receive the result. Begin with that full workflow rather than the shape of the robot.

Different machines, different jobs

Manipulation in a workcell

Describe the part, tool, fixture, receiving station, and quality decision. The arm is one component of the proposed system. Ask who integrates the cell and who accepts the completed work.

Mobile material transport

Specify the load, pickup and delivery interfaces, routes, traffic, and dispatch rules. A transport robot delivering a pallet is solving a different problem from a machine picking an item from it.

Inspection and physical sensing

State which condition the system should detect, the evidence it returns, and who decides what to do. An alert is not automatically an accepted repair or a production release.

Physical AI and adaptable behavior

For this section, physical AI means AI used to perceive, plan, or act through a physical machine. Ask which behavior is learned, programmed, or remotely assisted, and what happens outside the demonstrated conditions. The label alone is not a performance result.

What the primary sources establish

OSHA's robotics overview lists uses such as material handling, assembly, welding, and machine loading. It also highlights hazards during non-routine work, including setup, maintenance, and testing. That is why our evaluation framework includes the work around normal production, rather than only the cycle shown in a demonstration.

Mobile Industrial Robots describes its AMRs for internal material transport, including configurations for shelves, carts, and pallets. This establishes the supplier's product category. It does not establish compatibility with a particular factory, measured savings, or a suitable configuration for your loads.

Make the integration visible

Ask for a system boundary drawing: what supplies the work, what carries out the action, what checks it, and where it goes next. List the physical interfaces alongside the software ones. Include the person who handles a rejected part, blocked route, depleted consumable, or unavailable downstream station.

The project team should identify the applicable machinery and workplace requirements and appoint qualified people to assess the complete installation. This guide does not provide guarding, control-system, or safety-certification instructions. A collaborative label or a successful video does not settle the safety of a proposed application.

Define evidence before a trial

Which task variants and operating conditions will the authorized test cover?
What counts as a completed, acceptable output rather than an attempted action?
How will setup, assistance, interruptions, recovery, and maintenance time be recorded?
Who retains the test records, configuration, software version, and unresolved issues?

Compare results only within a defined task and configuration. We have not run robot trials or scored suppliers. Humanoid form factors deserve the same scrutiny and have their own evidence guide.

Latest research

SOURCE REVIEW & ANALYSIS

Which high-mix weldments belong in your first welding-cobot pilot? ↗

Select a representative fabrication work sample, check current welding-cell configurations, and count preparation, changeover and quality ownership before a pilot.

SOURCE REVIEW & ANALYSIS

Which inspection rounds should a maintenance robot take on? ↗

Shortlist industrial inspection rounds for mobile robots using current Spot and ANYmal documentation, a Michelin case account and an original evidence worksheet.

Sources & evidence

Official sources reviewed November 3, 2026. Vendor materials establish descriptions, not independently measured performance. Original evaluation criteria are our analysis.

Source review and original analysis. No independent equipment or site trial was conducted for this guide. Editorial standards ↗