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INDUSTRIAL INSPECTION SOLUTION

Industrial inspection robots validated through a representative site pilot

Quadrupeds can address steps, debris and constrained routes that challenge wheeled platforms. Protection, hazardous-area approval, temperature and payload depend on the final product and integration. Equipment without the required certification must not be represented as explosion-protected or suitable for a regulated zone.

Quadruped robot performing an industrial inspection task
AI-generated scene illustration; it does not represent an actual delivery. Final configuration, capability and outcome follow the written scope and tests.

Decision points

Industrial inspection robot selection and pilot guide comparing Unitree B2 and As2 weight, protection, payload, runtime and development access, plus sensing, routes, alerts, acceptance and operations.

Typical sitesUtilities, plants, tunnels, galleries and difficult terrain
Payload optionsVisible, thermal, gas, acoustic and other sensors
System loopRoute, data, alert, review, charging and maintenance

Project inputs and delivery checklist

Confirm these items before quotation and scheduling; each project requires a tailored scope.

Recommended configuration

Choose an industrial quadruped, sensor payload, communications, edge compute, backend and human review from the defect and terrain.

Customer inputs

Defect definition, routes, conditions, hazards, coverage, data systems, access rules and safety owner.

Deliverables

Site assessment, payload/interface design, PoC route, data and alert workflow, test report and operating boundary.

Schedule factors

Site access, payload integration, communications and localization, hazardous-area requirements, APIs, seasons and test windows.

Put field conditions back into the proposal

These existing field and system materials illustrate crowds, sites, programs, maps and operating variables. They do not claim a customer outcome or replace exact-edition testing.

Implementation and decision framework

Survey the worst representative conditions

Document slopes, steps, drops, water, dust, temperature, glare, narrow points, network gaps and vehicle interaction. A flat demonstration route materially understates deployment risk.

Routes need task points, observation pose, fallback point, charger, takeover and recovery access. Existing permits and hazardous-area procedures still apply.

  • Terrain and access boundary
  • Environment and protection requirement
  • Connectivity and edge processing
  • Charging, recovery and maintenance space

Select B2 or As2 from the duty, not a demonstration video

Unitree currently lists B2 at about 60kg with battery and IP67, with standing payload at least 120kg and continuous walking payload above 40kg. Published endurance is over 5 hours unloaded and over 4 hours with a 20kg load. The published speed above 6m/s requires a special configuration and is safety-limited in practice.

As2 is about 18kg with battery; PRO and EDU are IP54. Across AIR/PRO/EDU, listed standing payload is about 45/55/65kg and walking payload about 10/13/15kg. PRO and EDU list about 4 hours unloaded. AIR and PRO do not provide user development access while EDU does, so SDK, payload and task-platform integration require the exact edition.

  • Heavy payload, higher protection and difficult terrain: evaluate B2
  • Light transport, lower payload and fast deployment: evaluate As2
  • SDK, payload or task-platform integration: confirm the development edition and interfaces
  • Retest every published figure on the final configuration and representative route

Select payloads from the defect definition

Visible, thermal, gas, acoustic, discharge and gauge-reading tasks have different range, angle, accuracy and calibration needs. Payload also affects runtime, center of gravity and access.

Define the anomaly, tolerated false negative and false positive, review method and data format before choosing sensors. “AI detection” is not a defect specification.

  • Target anomaly and threshold
  • Sampling range, angle and frequency
  • Calibration and time synchronization
  • Raw data, result and evidence image

Keep a qualified human in the alert loop

Models and thresholds can miss or over-report events. High-consequence alerts should retain source imagery, time, location, sensor value and model release for review by qualified staff.

On loss of communication, localization error, low battery or sensor fault, the robot should stop, return to a safe state or notify staff rather than continuing with unknown status.

  • Alert severity and owner
  • Evidence and audit trail
  • Human review and closure
  • Connectivity, energy and sensor-fault response

Accept coverage and maintainability

Run the pilot across representative shifts, weather, lighting and production states. Measure route completion, task-point coverage, intervention, data completeness, false alerts, missed known events and downtime.

Long-term operation includes batteries, feet, cables, calibration, cleaning, spares, software release and staff training. Value should be tied to verified tasks and risk reduction, not a generic labor-saving claim.

Industrial inspection robot data and alert loop
Reference workflow; final system boundaries and interfaces follow the project design.
Industrial inspection pilot acceptance
DimensionExample testEvidenceFailure response
MobilityRepresentative route, steps and constraintsTrack, video and intervention logReroute, limit or stop
SensingKnown abnormal and normal samplesRaw data, result and releaseTune, resample or change payload
CommunicationCoverage gap, handover and takeoverNetwork log and recovery timeLocal degraded mode or safe return
OperationsRepeated shifts, charging and inspectionTask, incident and maintenance logChange schedule, spares or scope

Project decision evidence

A real selection decision must combine the job list, field conditions, exact-edition manufacturer documentation, a representative test and a written quotation. General guidance on this page does not replace final configuration, test records or acceptance documents.

Limitations and operating boundaries

  • Robots and payloads without the required approval must not enter explosion-risk, radiation, hazardous-chemical or other regulated areas.
  • Detection does not replace professional safety judgment; critical alerts require qualified review.
  • Protection, runtime, payload and temperature ratings must be validated for the final configuration and duty cycle.
  • Underground, metal-dense and long-range sites may need dedicated communications, localization and recovery design.

Fact-checking note: capability, pricing and lead-time statements are conditional planning guidance, not guarantees for a site, outcome or return. Final results depend on the model, options, software release, site, network, operator readiness and signed scope. Confirm through site discovery, representative tests, a written quotation and current manufacturer documentation.

Frequently asked questions

Where are quadruped inspection robots a good fit?

They are often considered where steps, debris, slopes or constrained routes limit wheeled systems. Suitability still depends on terrain, environment, protection, payload and connectivity and requires a site trial.

Can a standard robot perform explosion-protected inspection?

Only equipment and payloads with the applicable approval and operating conditions may enter the specified zone. Adding an enclosure or sensor does not automatically make a standard robot explosion-protected.

How should detection accuracy be tested?

Use representative normal and abnormal samples, define false-negative and false-positive handling, and record model, threshold, range, lighting and sensor configuration.

How long should a pilot run?

It depends on routes, operating variation, available defects, production access and acceptance depth. The pilot should cover representative conditions rather than one ideal period; timing follows discovery.

Start with the route, anomaly list and operating conditions

Share site drawings, task points, environment, target anomalies, connectivity and system interfaces. We will prepare a payload and pilot-validation checklist.