Draft — this post is a placeholder for editorial review before publishing.
Autonomous mobile robots are no longer a niche experiment. Mid-to-large distribution centers across logistics, e-commerce, and manufacturing are deploying them as core operational infrastructure.
If you’re an Operations or Warehouse Manager evaluating AMRs, here are the practical questions that matter.
What problem does an AMR actually solve?
The core job: repetitive internal material movement. Transporting bins or pallets from inbound docks to storage locations, from storage to picking stations, from picking to packing lines.
This is high-frequency, labor-intensive work that doesn’t require human judgment — it requires consistency and throughput. That’s where AMRs deliver.
AMR vs conveyor: when does each make sense?
Fixed conveyors are cost-effective if:
- Your layout is stable
- Volume is high and predictable
- You have time and budget for a major installation
AMRs are a better fit if:
- Your layout changes with seasons or product lines
- You’re scaling in phases and can’t justify infrastructure capex upfront
- You need flexibility to reroute
What to ask before a pilot
- What’s your floor map like? AMR navigation (LiDAR-based SLAM) works best on clean, consistent floors. Mixed environments with unpredictable obstacles need more configuration.
- What do you integrate with? AMRs connect to WMS and ERP systems. The quality of that integration determines whether the fleet is truly autonomous or still requires manual tasking.
- Who owns the software? The AI orchestration layer — fleet management, path planning, conflict resolution — is where the real differentiation lives. Make sure you understand who controls and maintains it.
The AiRK approach
AiRK owns the AI orchestration, integration, and deployment model. Hardware is partner-sourced for cost efficiency. We run pilots before scale — assessment, integration, test, then fleet expansion.
[Placeholder — expand with more detail, include industry data where relevant, review before publishing.]