AvalaAvala
Book a Demo

Annotate & Automate

Annotation Workflows

Build visually, configure stations and logic, and launch projects in minutes. Avala pairs model assistance with experienced reviewers—and a Unified Context Engine—so you label the world, not just individual frames.

Annotation workflows in Avala Mission Control

Flexible, configurable, infinitely versatile

  • Design workflows with branching logic, QA stages, and pricing controls that keep entropy low across every handoff.
  • Use Avala’s pre-written training material to onboard high-retention crews instantly and preserve project context.
  • Spin up A/B test projects, capture rationales, and track production insight across both Physical AI and Frontier Intelligence use cases.

Configure every step

Build visually

Drag-and-drop stations, define label schemas, and preview workforce experiences before projects go live. Dynamic pricing keeps budgets predictable while our 4D World-Data and Frontier Intelligence workflows stay in sync.

Build visually

Human-in-the-loop expertise

Launch with confidence

Pair skilled annotators with model-assisted suggestions inside a Unified Context Engine. Capture rationales alongside every task and surface production analytics in real time so you can trace any label back to who did it, why, and under which policy.

Launch with confidence

Multi-Modal Annotation at Scale

Video, point clouds, text, audio—any input format, any annotation type, one unified workflow.

Panoptic segmentation2D bounding boxesOriented boxes3D cuboidsInstance segmentation masksDepth mapsPose estimation / skeletonsClassificationUnique tracking IDsEllipsesVectorsPolylinesKeypointsPolygons

Need a niche task type or QA flow? Our team co-designs stations and training so your experts can ship production-ready workflows, not manage spreadsheets.