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Numina Group Blog

How Many AMRs Do I Really Need?

February 18, 2026

Why Numina Group’s RDS™ Batchbot™ Approach Uses Fewer Robots and Delivers More Throughput

When distributors start looking at AMRs, the most common question we hear is simple:

“How many AMRs do I need?”

It’s a fair question — but most AMR vendors provide the wrong answer.

In many cases, they recommend large fleets of small tote-carrying robots each handling tiny payloads. At first, that seems scalable. In practice, it often means more robots than necessary, higher congestion, and limited impact on actual picking productivity.

Numina Group takes a fundamentally different approach.

Instead of asking how many robots are required, we ask:

“How do we design the smartest, highest-throughput picking workflow—so you need fewer AMRs to get more done?”

The answer is RDS™ Batchbot™: a high-capacity AMR + Voice-directed picking workflow orchestrated entirely by RDS™ WES-WCS, built to maximize pick density, minimize travel, reduce forklifts, and multiply both each and case picking throughput.

And because Batchbot™ uses high-capacity AMRs, not “little bots,” our customers achieve higher performance with significantly fewer robots.

The Numina Philosophy: AMRs Transport. People Pick. RDS Orchestrates.

Numina’s approach begins with a core principle:

AMRs are not the brain of the operation. RDS™ is.

RDS™ performs the real-time optimization that determines decisions like:

  • Which orders release and when
  • How batches should be structured
  • Where each SKU should be picked
  • What the next best task is for each operator
  • When and where AMRs should move high-density batch carts or pallets

Meanwhile:

  • Voice-directed operators pick with accuracy, speed, and ergonomic efficiency
  • High-capacity Batchbot™ AMRs move the work, eliminating travel and forklift trips
  • RDS™ keeps every operator and robot synchronized at all times

That combination — RDS + Voice + high-capacity AMRs — is the highest-productivity method for both each and case picking.

And it requires far fewer robots because each AMR moves hundreds of units or full pallets per mission, not a single tote.

Why Small AMRs Require Large Fleets

Most AMR systems on the market are built around low-weight tote carriers. To achieve meaningful throughput, they need:

  • More robots
  • More charging infrastructure
  • More aisle traffic
  • More mapping, machine learning (ML) training, and fleet management complexity

Even then, throughput plateaus because

Batchbot™ solves all of these problems:

High-Capacity AMRs = Fewer Robots + More Throughput

Batchbot™ AMRs can transport:

  • 30–40 order batch carts
  • Full pallets
  • High-density case-pick loads
  • Up to 3000 kg payloads

This means:

  • One Batchbot™ often replaces 5–10 small AMRs
  • More orders flow in each mission
  • Less congestion occurs in aisles
  • Fewer robots deliver more completed orders
  • Forklift travel is minimized
  • Case-pick-to-pallet becomes fully automated
  • With each picking, RDS software has operators pick directly to the shipping container, eliminating the need for totes and the labor-intensive repacking step

When customers ask, “How many AMRs do I need?”
Our answer is often: Far fewer than you think.

Batch Cart Picking: The Single Biggest Driver of AMR Efficiency

Numina’s design centers on high-density batch cart picking, refined over 40+ years of RDS™ WES-WCS innovation.

Each Batchcart = 30–40 Orders

RDS™ Voice directs operators to pick multiple orders at every SKU location, driving:

  • 250–350 picks per hour
  • Shortened travel paths
  • Fewer touches
  • Faster fulfillment
  • Greatly reduced consolidation effort

RDS™ Builds the Optimal Batches

RDS™ evaluates in real time:

  • Cube
  • Weight
  • Slotting and velocity
  • SKU affinity / market basket patterns
  • Travel cost
  • Operator proximity
  • AMR availability

The system continuously assembles the tightest, most productive batches, and Batchbot™ transports them — unlike tote-AMRs, which force batching tradeoffs due to limited capacity.

This is why Batchbot™ deployments achieve higher throughput with fewer robots.

RDS™ + Voice: The Real-Time Optimization Engine Behind Every Pick

Voice-directed operators become extensions of RDS™’s optimization logic.

RDS™ dictates:

  • Carton selection
  • What to pick
  • Where to pick
  • Which order it belongs to
  • Where the AMR travels next
  • How to minimize idle time and walking

Instead of AMRs “deciding what to do,” RDS™ delivers deterministic, rules-based orchestration to every resource in the building.

This is how Numina consistently delivers:

  • 250–350 each picks per operator per hour
  • 99.98% accuracy
  • 30–50% labor reduction
  • Minimal AMR idle time and near-zero congestion

Smart Slotting: The Foundation of Efficient AMR Picking

High-capacity AMRs deliver the most value when SKU storage supports efficient batch picks. RDS™ integrates slotting intelligence directly into order release logic, including:

Velocity-Based Slotting

Prioritize high-velocity SKUs in AMR zones.

Dimensional Velocity

Balance cube and movement to optimize pallet, case, and each-picking zones.

Affinity / Market Basket

Improve multi-order pick density by grouping frequently co-ordered SKUs.

Slotting is not an add-on—it’s part of RDS™’s ongoing optimization cycle.

Fewer mis-slotted SKUs = fewer AMRs needed to complete the same workload.

How Many AMRs Do You Need?

With Numina, usually 50–70% Fewer Than Small-Bot Systems

Because Batchbot™ carries more per trip and RDS™ drives higher pick density, you will typically require:

  • 50% to 70% fewer AMRs than tote-based systems
  • Fewer chargers, fewer touchpoints, and less infrastructure
  • Dramatically less aisle congestion
  • Faster ROI due to forklift removal and reduced labor

In case-pick-to-pallet operations, Batchbot™ often replaces:

  • Dedicated forklift drivers
  • Manual pallet staging labor
  • Multiple tote-AMRs per SKU zone

Meanwhile, each-picking directly into the shipping carton—directed by RDS™ Voice—achieves far higher throughput than small AMR picking arms or tote-based GTP workflows.

FAQs: What Operations Leaders Ask About AMR Requirements

How scalable is Batchbot™?

Very. New AMRs or batch carts can be added in days without reprogramming.

Can the system adapt to new layouts or slotting changes?

Yes. RDS™ dynamically updates routes and workflows—no ML retraining required.

Why does Batchbot™ outperform smaller robots?

Higher payloads + higher batch density + RDS™ orchestration = fewer robots, more throughput.

What’s the typical ROI?

Most customers see ROI in under two years—driven by forklift elimination, labor savings, and higher throughput.

The Smarter Question Isn’t “How Many AMRs Do I Need?”

It’s “How do I get the highest throughput with the fewest robots?”

Numina Group’s answer is clear:

RDS™ real-time optimization

  • Voice-directed picking
  • High-capacity Batchbot™ AMRs
    = The highest productivity per operator, per robot, and per square foot.

This approach scales effortlessly, adapts to changing profiles, and outperforms “little bot” systems in both each picking and case-pick-to-pallet workflows. Contact us to learn more

1. A Movers: The fastest-moving products (A+) are placed closest to the conveyor zone transfers and may be double-slotted to balance workload. 

2. B-C Movers: Slower-moving items (C) are candidates for storing in shelving at the tail end of each pick zone. 

3. Continuous Improvement: SKU slotting is an ongoing process. An advanced Voice Picking Suite can capture daily pick data to regularly re-evaluate slotting based on velocity changes especially during peak seasons.  

4. Intelligent Slotting Recommendations: Software can suggest location adjustments when product movement no longer matches its assigned A, B, C slot, ensuring:  

  • Improvements to your business’s warehouse operation
  • Picking operators work in a denser slotted walk path
  • Maximized efficiency in picking, packing, and shipping

The Numina Group’s Approach to Warehouse Automation 

At The Numina Group, we partner with companies to design first, then identify and find the best blend of warehouse automation technologies that deliver measurable ROI. Our proven data-driven design approach creates a roadmap to streamline receiving, picking, packing, and shipping operations. 

Our flagship Real-time Distribution Software (RDS™) is a modular and scalable Warehouse Execution and Control System (WES-WCS) platform that integrates with any WMS and ERP system. RDS provides a complete family of automation modules to optimize your operation, including: 

1. Order Release Optimization and Cartonization: Dynamically determines the most efficient carton routing and balances picking across zones. 

2. Voice Picking Suite: Industry-leading RDS voice-directed picking technology ensures accuracy and efficiency. 

3. Batchbot AMR+ Voice: Automates each and mixed case pallet picking. 

4. Goods to Person, GTP: Automated product storage and picking systems. 

5. Conveyor and Sorting: Warehouse conveying automation solutions. 

6. Pakt™ Automation: Automated pack-and-ship technology, including in-line weighing, vision inspection, sealing, and labeling. 

With over 35 years in warehouse automation and software integration, Numina Group understands that every business is unique. We use a team of in-house automation experts to create, evaluate, and provide design and digital twin simulation services to pressure test the final warehouse automation design before implementation. 

We work closely with your team to define lean and efficient processes and select the right technologies, whether Autonomous Mobile Robots (AMRs), Goods to Person (GTP), or voice-directed solutions, to deliver the highest end-to-end efficiency and throughput rates.  

Ready to explore how Numina Group’s approach to warehouse automation can transform your business? Let’s start a conversation about your challenges and goals. Together, we’ll identify the automation investments that reduce labor costs, increase accuracy, and lower the total cost of fulfillment. 

About Numina Group 

Numina Group’s RDS™ is a modular and scalable software suite for warehouse automation software solutions optimized to streamline the entire pick, pack, and ship order fulfillment operation. 

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