
Manufacturing & industrial operations
Assembly, inspection, maintenance, packaging, material handling and operator-centered workflows in approved production environments.
AMSYNK supports domain-specific collection, dataset qualification and data products across robotics, healthcare, enterprise AI, manufacturing, logistics, retail and conversational systems.

Each engagement is scoped around the task, data source, access requirements and acceptance criteria.
Egocentric, ego-exo, multi-camera, human demonstration and task-state data.
Healthcare & Medical AIMedical imaging, longitudinal, clinical, specialty and synthetic healthcare products.
Enterprise AI & AgentsLogs, support, connected enterprise worlds, curated corpora and evaluation data.
Manufacturing & IndustrialOperational environments, technical assets, engineering workflows and real-world process data.
Retail, Logistics & CommerceInventory, picking, packing, handling, customer-support and operational task data.
Language & Conversational AISpeech, conversation, transcription, diarization and multilingual QA.
Start, end, steps, duration and repetition are defined.
Site approval and participant consent are scoped to the project.
Egocentric, exocentric, multi-camera or other approved setup.
File structure and required context are planned up front.
The examples below represent common categories that can be assessed. Final feasibility depends on the exact activity, location, permissions and specification.

Assembly, inspection, maintenance, packaging, material handling and operator-centered workflows in approved production environments.

Diagnostics, repair, component replacement, bench work and detailed tool interactions where hand visibility and task progression matter.

Planting, harvesting, sorting, inspection and equipment use in real operating conditions with environment-aware planning.

Structured document capture, inspection records and on-site observations collected under project-defined protocols.

Cooking, cleaning, organization, appliance use and object interaction with clear privacy boundaries and participant consent.

Human demonstrations, synchronized observations and task sequences where the project requires structured first-person or multi-view context.
A category is only the starting point. These controls determine whether a task can be collected safely, consistently and in the required format.
Observable start and end states, required steps, duration, repetition and acceptance criteria.
Scope controlSite approval, participant consent, privacy boundaries, restricted areas and location-specific constraints.
Permission gateViewpoints, resolution, frame rate, audio, sensors, timestamps and device-placement requirements.
Protocol gatePPE, supervision, equipment constraints, working windows, disruption limits and escalation procedures.
Execution gateMetadata, annotation, QA thresholds, folder structure, naming conventions and secure transfer method.
Handoff gateSend the exact activities, geography, expected volume, capture setup and operating constraints. We will assess feasibility before proposing scale.