Where robots can be trained

• AssemblyPart mating, screw driving, connector insertion, snap fits, cable routing.
• Machine tendingLoading and unloading CNC machines, presses and injection moulders.
• Quality inspectionVisual defect checks, gauge measurement, reject sorting.
• KittingBuilding component sets to a bill of materials, tray loading.
• PackingCarton forming, wrapping, labelling, palletising.

Auto components, electronics, textiles, pharma packaging.

• Order pickingRetrieving items from shelves, bins and totes against a pick list.
• Bin pickingGrasping unknown items from mixed, jumbled containers.
• DepalletisingBreaking down mixed-SKU pallets, carton induction to conveyor.
• SortationScanning labels, routing parcels, exception handling.
• LoadingTruck loading and unloading, trolley and pallet-jack movement.

E-commerce fulfilment, cold chain, third-party logistics.

• Ingredient prepChopping, peeling, portioning, kneading, marinating.
• CookingStirring, flipping, frying, ladling, adjusting heat.
• PlatingAssembling dishes, garnishing, portion consistency.
• BeveragesPouring, blending, milk steaming, garnish placement.
• CleardownClearing trays, scraping, loading dishwashers, wiping surfaces.

Cloud kitchens, QSR chains, hotel and canteen kitchens.

• Shelf stockingReplenishing, facing, rotating stock by expiry.
• LabellingPrice tagging, barcode scanning, shelf-edge updates.
• BaggingPacking mixed items at checkout without crushing.
• InventoryCounting, gap detection, stockroom retrieval.
• Garment handlingHanging, folding, tagging, returns processing.

Supermarkets, apparel, pharmacies, quick-commerce dark stores.

• HarvestingPicking fruit and vegetables without bruising, stem cutting.
• Sorting & gradingSeparating produce by size, ripeness and defect.
• TransplantingSeedling handling, tray to field placement, spacing.
• Pruning & sprayingSelective cutting, targeted application, canopy work.
• Post-harvestCrate filling, weighing, loading for transport.

Horticulture, greenhouses, plantations, dairy sheds.

• Sample handlingTube racking, labelling, centrifuge loading, transport.
• Instrument setsAssembling, counting and wrapping surgical trays.
• Ward logisticsRestocking supplies, linen changes, equipment movement.
• PharmacyDispensing, blister handling, prescription picking.
• SanitationSurface disinfection protocols, waste segregation.

Hospitals, diagnostic labs, pharmacies. Captured with consent and full de-identification.

• LaundrySorting, loading, folding, hanging, putting away.
• Kitchen workDishwasher loading, unloading, cupboard organisation.
• TidyingReturning scattered objects to their places across rooms.
• CleaningSweeping, mopping, wiping counters, bathroom surfaces.
• Bed makingSheet handling, tucking, pillow and cover arrangement.

Urban apartments and rural households, across income levels and layouts.

• MasonryBrick and block handling, mortar application, levelling.
• Measuring & markingLayout, chalk lines, drilling positions.
• FasteningDrilling, anchoring, bolting, rebar tying.
• FinishingPlastering, tiling, painting, sanding.
• Material transportCarrying, stacking and staging on uneven ground.

Residential, commercial and infrastructure sites.

• Liquid handlingPipetting, aliquoting, dilution series, tip changes.
• Sample prepWeighing, mixing, sealing, rack and plate loading.
• Instrument operationLoading analysers, starting runs, retrieving output.
• GlasswareHandling, washing, drying, storage.
• DocumentationLabelling, logging, chain-of-custody steps.

Testing labs, R&D centres, quality-control facilities.

• Wheel serviceJacking, lug removal, tyre changing, torquing.
• Fluid serviceDraining, filling, filter replacement, level checks.
• Component workPanel removal, part swaps, refitting and alignment.
• DiagnosticsUnder-hood inspection, connector access, test equipment.
• DetailingWashing, polishing, interior cleaning.

Service workshops, tyre bays, fleet maintenance depots.

• Document handlingSorting, stapling, filing, scanning, shredding.
• MailroomParcel sorting, internal delivery, dispatch prep.
• Pantry serviceBeverage preparation, restocking, clearing.
• SetupDesk and meeting-room arrangement, cable routing.
• HousekeepingWaste collection, surface cleaning, supply refills.

Corporate campuses, coworking spaces, institutional buildings.

• NavigationTraversing uneven ground, stairs, ramps and crowds.
• Last-mile deliveryCarrying, doorstep handover, gate and lift access.
• Utility workMeter reading, panel access, cable and pipe handling.
• LoadingVehicle loading and unloading in open, unstructured space.
• Weather variationThe same task captured in monsoon, dust, heat and low light.

Streets, farms, sites and rooftops across climate zones.