Super Annotate

Annotation Tools for Vision and NLP

Draw polygons, boxes, keypoints, and cuboids with snapping, interpolation, and smart brushes. For text, tag spans and relations with shortcuts. Templates standardize classes and attributes. Because tools mirror real tasks, annotators move precisely and consistently. Edge cases are flagged early, preserving label integrity and reducing costly late-stage fixes during evaluation.

Workflow, Roles, and Quality Gates

Define reviewer steps with consensus, gold checks, and dispute resolution. Roles restrict edits and comments capture rationale. With explicit gates, disagreements resolve quickly and standards remain visible. Managers track pass rates by project and type. This discipline reduces label drift across vendors and shifts, protecting accuracy when teams expand or timelines compress under pressure.

Automations and Pre-Labeling

Bootstrap labels with model-assisted suggestions, active learning, and propagation across frames. Confidence thresholds route tricky items to experts. Because automation handles repetitive spans and obvious shapes, throughput rises without losing control. Operators focus on ambiguous examples that teach models more, improving generalization and reducing fatigue while keeping momentum during large-scale programs.

Dataset Versioning and Analytics

Snapshot datasets with hashes, compare label changes, and trace which versions trained which models. Dashboards show class balance, agreement, and error hotspots. With evidence attached, teams explain performance shifts and plan sampling. Version control prevents accidental overwrites and enables reproducible experiments across quarters, partners, and internal audits for governance.

Workforce Management and Integrations

Assign tasks, estimate hours, and monitor productivity across internal teams and vendors. SSO and granular permissions keep access safe. Exports connect to common formats and MLOps stacks. Because operations and security are first-class, programs scale without chaos. Leaders keep budgets predictable and audits easy while engineers receive clean, structured data ready for training.