Robot Guide · Mixed-Case Palletizing

Best robots for mixed-case palletizing, 2026.

Mixed-case — or rainbow — palletizing is not solved by picking a bigger arm. Building a stable pallet from many different SKUs takes 3D vision and load-planning software, so this guide compares the intelligent controllers, vision-equipped arms, and software layers that actually make it work.

Vision + software Mixed SKUs Updated August 2026
01Fundamentals

The specs that actually matter for mixed-case palletizing.

Mixed-case work is perception- and planning-critical — so the numbers you weigh are as much about software as about the arm.

3D vision (case detection)

The system must detect each case's size, pose, and position in 3D before it picks. Reliable case detection across varied SKUs and orientations is the foundation everything else depends on.

Pattern & stacking software

Real-time load planning decides a stable, interlocked build — heavy and large cases low, lighter ones high — so the pallet holds together. This software, not the arm, is where mixed-case is won or lost.

Payload & reach

Size the arm to the heaviest case it must lift and the full height and footprint of a finished pallet. High-payload palletizing arms with generous reach give headroom for the worst-case SKU.

End-of-arm tooling (EOAT)

Varied cases need tooling that grips them all — vacuum for smooth top surfaces, clamps or combination tools for shrink-wrapped, trayed, or irregular packaging. EOAT choice tracks your SKU mix.

Throughput (cases/hr)

Rate is set by vision cycle time and load-plan complexity, not just arm speed. Mixed-case peaks are lower than single-SKU; judge cases-per-hour against your real case profile.

Warehouse & WMS integration

The cell must tie into conveyors, order data, and the WMS to know what to build and in what sequence. Clean integration is what turns a robot into a working DC line.

02Four approaches

How mixed-case systems are built.

Mixed-case palletizing system categories compared.
CategoryBest forStrengthTrade-off
Intelligent controllersHigh-throughput mixed-case de/palletizingPerception and load planning built in, arm-agnosticPremium software; needs an integration partner
High-payload arm + 3D visionBuilding on a proven, well-supported armRobust hardware plus OEM vision, deep serviceYou still assemble the software stack around it
Vision-software layersIntegrators adding perception to their own cellBest-in-class detection and case handlingNot a complete system on its own
Turnkey mixed-case systemsFull DC lines delivered as one systemSingle-vendor scope, conveyors to palletLargest capital and integration commitment
03The comparison

Mixed-case systems, side by side.

Grouped by category and listed alphabetically within each. Roles are nominal — verify current capabilities and specs against each vendor's documentation for your exact configuration.

Selected mixed-case palletizing products and systems, 2026. Nominal roles.
Product / SystemMakerRoleBest for
Mujin controllerMujinIntelligent controllerLeader in mixed-case de/palletizing
FANUC M-410iC + iRVisionFANUCHigh-payload arm + 3D visionProven arm with OEM vision
Yaskawa Motoman PL/GP + MotoSight 3DYaskawaHigh-payload arm + 3D visionPalletizing arm with integrated vision
ABB IRB 660/760 + visionABBHigh-payload arm + 3D visionDedicated palletizer with vision
FizyrFizyrVision-software layerDeep-learning vision for mixed cases
Photoneo 3DPhotoneoVision-software layer3D vision layer for integrators
Plus One RoboticsPlus OneVision-software layerAI vision for depal / parcel
Dematic / Honeywell mixed-case systemsDematic / HoneywellTurnkey mixed-case systemFull DC integration

Table scrolls horizontally on small screens →

04Deep dives

Four options worth knowing well.

Mujin — the intelligent controller for mixed-case

Intelligent controller · arm-agnostic · perception + planning

Mujin is the reference point for mixed-case de/palletizing. Its intelligent controller fuses 3D perception with real-time motion and load planning, driving standard industrial arms to build stable mixed pallets without hand-teaching each SKU. For high-throughput distribution work where the case mix is broad and changing, Mujin is the system most others are measured against — the trade-off is premium software and the need for an integration partner to wrap it into a full cell.

FANUC M-410iC + iRVision — proven arm, OEM vision

High-payload arm · iRVision 3D · deep service network

The M-410iC is a workhorse high-payload palletizing arm, and pairing it with FANUC's own iRVision 3D gives a hardware-plus-vision base backed by one of the largest service networks in the industry. It is a dependable foundation for mixed-case cells when you value robust, well-supported hardware — though you or your integrator still assemble the load-planning and WMS software around it.

Fizyr / Photoneo — the vision-software layer

Vision software · deep-learning detection · 3D sensing

Fizyr's deep-learning vision and Photoneo's 3D sensing are the perception layers integrators build on when they want best-in-class case detection without writing it themselves. They identify and localize varied cases so an arm can pick and place reliably, but they are components, not complete systems — you pair them with an arm, tooling, and a controller to make a working mixed-case cell.

Turnkey DC systems — Dematic / Honeywell

Turnkey · conveyors to pallet · single-vendor scope

For a full distribution-center line, integrators like Dematic and Honeywell deliver mixed-case palletizing as part of an engineered system — conveyors, sequencing, robots, vision, and pallet build under one scope. This suits operators who want a single vendor accountable for throughput end to end; the trade-off is the largest capital and integration commitment of any option here.

05Match your work

Which system fits your job.

Use-case matching for mixed-case palletizing.
If you…Consider…Why
Run high-throughput mixed-case de/palletizingMujin controllerPerception and load planning built for exactly this
Want to build on a proven armFANUC or Yaskawa + 3D visionRobust hardware with OEM vision and deep service
Need a vision layer for your integratorFizyr / PhotoneoBest-in-class detection you plug into your own cell
Need a full DC systemDematic / HoneywellSingle-vendor scope from conveyors to finished pallet
Are handling parcel or depalletizingPlus One RoboticsAI vision tuned for depal and parcel handling
06Reality check

Mixed-case is a software problem.

The instinct is to shop for an arm, but on mixed-case work the arm is the commodity. What separates a system that builds stable rainbow pallets from one that jams is 3D vision and load-planning software — perceiving each varied case and computing an interlocked, stable stack in real time. Two cells running the same FANUC or Yaskawa arm can perform completely differently depending on the perception and planning stack around it.

So compare on software first. Decide how you'll see the cases and how you'll plan the load, then pick the arm that carries your heaviest case with reach to spare. If you're evaluating the perception layer, see our guide to 3D vision cameras; if you want someone to assemble and qualify the whole cell, see our companion guide to material-handling integrators.

07Before you buy

Ten questions to ask before choosing a mixed-case system.

  1. How many SKUs and how much case-size and case-weight variability must it handle?
  2. What 3D vision does it use, and how reliably does it detect my cases and orientations?
  3. How does its pattern and stability software plan a stable, interlocked mixed load?
  4. Does the arm's payload cover my heaviest case with reach for a full pallet?
  5. What EOAT handles my full range of case packaging — vacuum, clamp, or combination?
  6. What is the realistic throughput on my actual case mix, not a headline rate?
  7. How does it integrate with my conveyors, order data, and WMS?
  8. Do I need single-SKU or true mixed pallets, and can it do both?
  9. What is the all-in system cost beyond the robot?
  10. Where is service and software support, and what is the response plan?
Where Relling fits

We deliver the system, not just the arm.

Relling builds turnkey, AI-native palletizing workcells — the arm plus 3D vision, load-planning software, end-of-arm tooling, safety, and WMS integration, scoped and qualified off-site and running on your floor in weeks. Closed-loop vision detects each case and plans a stable mixed load, so a changing SKU mix becomes a software reconfiguration instead of a re-teach. If you'd rather deploy a qualified mixed-case system than integrate vision, planning, and a bare robot yourself, that's what we do.

See how the Relling palletizing workcell works →
08FAQ

Frequently asked questions.

What is mixed-case or rainbow palletizing?

Mixed-case palletizing — often called rainbow palletizing — is building a single pallet from multiple different SKUs, each with its own size, weight, and packaging, rather than stacking identical cases. It is common in distribution centers assembling store- or order-specific pallets, and it is far harder to automate than single-SKU palletizing because the robot must plan a stable, mixed load on the fly.

What is the best robot for mixed-case palletizing?

There is no single best robot — mixed-case palletizing is won by vision and smart software more than by the arm itself. Intelligent controllers like Mujin lead in mixed-case de/palletizing, and proven high-payload arms such as the FANUC M-410iC or Yaskawa Motoman PL/GP paired with 3D vision are common. The right choice depends on your SKU mix, throughput, and whether you are buying a turnkey system or a vision layer for an integrator to build on.

Why is mixed-case harder than single-SKU palletizing?

With one SKU the case dimensions, weight, and stacking pattern are fixed, so a robot can repeat a taught pattern. Mixed cases vary in size and weight, so the system must detect each case with 3D vision and plan a stable, interlocked load in real time — heavier and larger cases low, lighter ones high — while avoiding crushing and instability. That combination of perception and load planning is the hard part.

Do I need 3D vision for mixed-case palletizing?

Yes. Because cases vary and arrive in unpredictable orientations, the system needs 3D vision to detect each case's size, position, and pose before picking and placing it. Without 3D perception the robot cannot reliably identify varied cases or plan a stable mixed load, which is why vision is a core part of every serious mixed-case system.

How fast is mixed-case robotic palletizing?

Mixed-case palletizing runs at a lower peak rate than single-SKU palletizing, because every case must be perceived and placed to a computed plan rather than repeated to a fixed pattern. Throughput depends heavily on case mix, vision cycle time, and load-plan complexity, so rate it against your actual SKU profile rather than a headline cases-per-hour figure.

How much does a mixed-case palletizing system cost?

A complete mixed-case palletizing system commonly runs about $150,000 to $400,000 or more, depending on throughput, the number of infeeds, vision and controller software, end-of-arm tooling, and safety and conveyor integration. The arm is a small part of that; the vision, load-planning software, and integration drive most of the cost.

Editorial buyer's guide compiled by Relling for manufacturers and distribution operators evaluating mixed-case palletizing systems. Products and systems are grouped by category and listed alphabetically, not ranked; inclusion is not an endorsement. Capabilities and specifications are nominal and vary by configuration — verify current documentation and pricing directly with each vendor. Relling builds turnkey palletizing cells and is described on that basis.

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