Twelve industries.
One capture platform.
Wherever humans perform skilled physical work, DreamVu's dual-stream platform can capture it. Each industry below carries the skill inventory that drives PRISM and SABER releases. PRISM Grocery is our first published dataset.
PRISM Grocery, our first published dataset, was captured here — 500 hours of dual-stream data, 270K annotated samples on Hugging Face, 66.6% error reduction on Cosmos-Reason2-2B. Grocery is the proving ground for the rest of the industries below.
- Pulling stock from backroom rolling cage
- Cutting plastic wrap on pallet
- Loading shelves from a case
- Facing products
- Rotating stock for date order (FIFO)
- Refilling produce display
- Restocking freezer / cooler section
- Building an end-cap display
- Operating barcode scanner at checkout
- Bagging customer items at register
- Operating card payment terminal
- Handling cash and giving change
- Processing a customer return
- Sweeping aisle with broom and dustpan
- Mopping spill with bucket and mop
- Placing wet-floor warning sign
- Cleaning checkout belt
- Collecting carts from parking lot
- Operating pallet jack
- Operating hand cart / dolly
- Applying shelf price tag
- Pulling damaged / expired stock for write-off
High-touch retail environment with prescription fulfillment, cold chain, controlled substances, and at-counter clinical services. A natural adjacency to PRISM Grocery with denser regulatory and clinical workflow content.
- Reading prescription label
- Counting tablets with counting tray
- Vial labeling and capping
- Blister-pack preparation
- Prescription bagging at pickup
- Restocking OTC shelf
- Refilling self-care section
- Stocking refrigerated medications
- Returning expired stock to wholesaler
- Vaccination station setup
- Drawing vaccine from vial
- Administering intramuscular injection
- Sharps disposal
- Logging fridge temperature
- Narcotic safe access
- Controlled-substance count audit
- Patient ID verification at pickup
- Insurance card scanning
- Patient consultation at consult window
- Operating cash register
- Cleaning compounding bench
- Filing or scanning prescription paperwork
Big-box and neighborhood hardware retail. Long-tail SKU complexity (250,000+ items), heavy materials handling, in-store services (key cutting, paint mixing, pipe threading), and customer-assist workflows. Adjacent to grocery in retail layer but with substantially more skilled physical work.
- Pulling lumber from rack
- Loading lumber onto flatbed cart
- Cutting lumber on radial-arm saw
- Bundling lumber with strap
- Bagging sand / concrete mix
- Loading bag of mulch into customer car
- Mixing paint on shaker machine
- Tinting paint with colorant dispenser
- Loading paint cans onto shelf
- Pulling color swatches for customer
- Restocking fastener bins
- Cutting chain to length
- Refilling battery wall display
- Cutting key on duplicator
- Threading pipe on threader machine
- Cutting pipe to length
- Refilling propane tank exchange cage
- Demonstrating power tool to customer
- Loading appliance onto delivery truck
- Operating forklift indoors
- Pallet receiving at back dock
- Loading customer pickup order
Apparel retail floor and back-of-house. Dense visual merchandising work, garment handling, fitting-room turn, and rapid replenishment cycles. Strong fit for VLM tasks given the high visual-categorization content.
- Hanging garment on rack
- Sizing rack by garment size order
- Folding shirts
- Folding denim
- Steaming garment
- Tagging garment with price ticket
- Resetting fitting room
- Returning items to floor by section
- Refolding fitting-room go-backs
- Pulling stock from stockroom by SKU
- Replenishing folded wall
- Replenishing hanging fixture
- Loading shoe try-on box stack
- Removing security tag (EAS detacher)
- Operating cash register
- Processing return at counter
- Bagging customer purchase
- Mannequin dressing
- Mannequin undressing
- Window display change
- Fragrance / accessory display reset
- End-of-day floor walkthrough
High-throughput garment processing with intake, cleaning, pressing, and customer-pickup workflows. Distinct from fashion retail — the work is light industrial. Repetitive, well-bounded skill set: a strong PRISM/SABER candidate.
- Garment intake at front counter
- Customer ticket creation
- Pocket inspection
- Stain identification and tagging
- Pre-treating stain with spotting agent
- Loading garments into wet-cleaning machine
- Loading garments into dry-cleaning machine
- Unloading clean garments
- Hanging cleaned garments on hanger
- Operating shirt-pressing form
- Operating pant topper
- Hand-pressing collar / cuff
- Steaming finished garment
- Hanger reattachment / button check
- Button reattachment
- Quality inspection before bagging
- Plastic bagging garment
- Conveyor loading by ticket number
- Conveyor retrieval at customer pickup
- Folding laundered shirt
- Folding bedsheets and linens
- Operating cash register at counter
Quick-service restaurants and shared back-of-house kitchens. Highly choreographed multi-station workflows with strict timing, food-safety, and quality bars. Among the most data-rich VLA targets given the dense, repeatable manipulation content.
- Vegetable chopping with chef's knife
- Lettuce shredding
- Tomato slicing
- Onion dicing
- Portioning protein
- Placing meat patty on grill
- Grill flipping with spatula
- Operating fryer basket
- Salting fries in collection bin
- Topping pizza
- Sliding pizza into oven on peel
- Wrap or burrito rolling
- Sandwich assembly
- Sauce dispensing from squeeze bottle
- Plating dish for service
- Boxing or bagging takeout order
- Loading a delivery bag
- Operating dish-machine rack
- Sweeping kitchen floor
- Mopping kitchen floor
- Sanitizing food-prep surface
- Hand-washing at sink
Sub-millimeter tolerance machining and assembly. CNC operations, in-process metrology, hand-finishing, and quality-gate workflows. A natural showcase for VLA data given the precision-grip and tool-handling content.
- Loading workpiece into CNC chuck
- Mounting jig fixture on machine bed
- Setting tool offset with edge finder
- Loading tool into ATC carousel
- Closing safety door, pressing cycle start
- Removing finished part from chuck
- Measuring with digital caliper
- Measuring with micrometer
- Measuring with dial gauge / DTI
- Reading drawing dimensions on tablet
- Deburring with hand file
- Torque wrench operation on bolt
- Threadlocker application
- Press-fitting bearing into housing
- Hand-assembling sub-component
- Coolant top-up
- Swarf removal from machine bed
- Air-blow cleaning workpiece
- Tool calibration check
- Tagging completed unit with traveler
- Loading parts bin onto cart
- Donning cleanroom or shop PPE
Tier-1 and tier-2 automotive component manufacturing. Press operations, welding, assembly-line work, gauging, and outbound packaging. High volume and high cycle-time repeatability — excellent VLA training data density.
- Loading blank into stamping press
- Operating press with two-hand controls
- Removing stamped part from die
- Stacking parts on transfer rack
- MIG welding seam
- Spot welding two panels
- Grinding weld bead
- Mounting part in welding fixture
- Clamping with toggle clamp
- Operating robotic-cell load station
- Hand-installing threaded fastener
- Tightening with pneumatic torque tool
- Press-fitting bushing into housing
- Applying adhesive bead
- Spray-painting in booth
- Dimensional gauging with go/no-go
- Visual inspection under lightbox
- Blow-off cleaning with air gun
- Foam-insert placement in shipping box
- Sealing box with packing tape
- Applying shipping label
- Stacking finished cartons on pallet
Circular-economy operations: pallet repair and re-grading, drum and tote refurbishment, similar adjacencies. Heavy hand-tool work with strong physical safety content (nail puller, pneumatic nailer, banding tool).
- Receiving pallet load from truck
- Sorting pallets by grade
- Identifying broken stringer / deck-board
- Sorting reusable boards by length
- Pulling nails with pry bar
- Pulling nails with pneumatic puller
- Removing broken deck-board
- Cutting replacement board on saw
- Operating bandsaw for board re-sizing
- Inserting replacement board into pallet
- Nailing replacement board with pneumatic nailer
- Reinforcing stringer with truss plate
- Branding repaired pallet with stencil
- Heat-treatment chamber loading
- Painting / stenciling identification mark
- Strapping pallet stack with banding tool
- Stacking repaired pallets on outbound stack
- Forklift loading of outbound truck
- Sweeping nail debris with magnetic sweeper
- Loading scrap wood into dumpster
- Recovering reusable nails from sorter
- Logging pallet count on tablet
Distribution-center and fulfillment-center operations. Receiving, putaway, picking, packing, and shipping — across manual, AMR-assisted, and goods-to-person modes. Strong fit for both PRISM (catalog matching, label reading) and SABER (pick and pack manipulation).
- Truck-dock door opening
- Receiving pallet from dock with pallet jack
- Counting cases against packing list
- RF scanner barcode scan at receive
- Pallet putaway with reach truck
- Bin-location labeling
- Cart-pick navigation by RF guidance
- Voice-pick interaction with headset
- Each-pick from shelf into tote
- Case-pick onto pallet
- Operating order-picker / cherry-picker
- Tote-to-pack-station handoff
- Inducting tote onto conveyor
- Carton selection from carton wall
- Item placement and dunnage
- Tape-gun box sealing
- Shipping label application
- Sortation by carrier zone
- Loading parcel onto outbound truck
- Manual override of conveyor jam
- Pallet shrink-wrap with hand-wrap
- BOL handoff to driver at dock
Bedside clinical staff workflows in inpatient and ICU settings — IV management, infusion pumps, oxygen and respiratory equipment, patient monitoring, wound care, catheter management, specimen collection, vascular access, infection control, and emergency resuscitation. The richest skill taxonomy across the twelve industries.
across 17 categories
Personal training, physical therapy, and rehab clinic workflows. Movement coaching, resistance training, mobility work, therapeutic modalities, and equipment setup. Strong VLA target given the human-coach manipulation content and clear corrective feedback signal.
- Goniometer measurement of joint range
- Manual muscle test
- Postural screening photo
- Demonstrating squat to patient
- Correcting deadlift hip hinge
- Setting up barbell with plates
- Loading dumbbell rack
- Adjusting cable machine pulley height
- Setting bench angle
- Spotting bench press from above
- Placing band-loop around legs
- Demonstrating push-up form
- Demonstrating plank form
- Foam roller technique demo
- Theraband stretch coaching
- PNF stretching cue
- Applying ultrasound gel and probe
- Hot pack placement on patient
- Cold pack placement on patient
- TENS electrode placement on patient
- Setting up balance / proprioception equipment
- Wiping equipment with disinfectant between patients