Product roadmap

What we're building.

23 capabilities available today · 117 total on the roadmap.

Available now

Live
  • Upload inspection images in your browser
  • Define your own label classes — names, colors, shortcuts
  • Bounding box annotation with undo/redo and object list
  • Classification and multi-label classification
  • Negative sample management
  • YOLO detection export (.txt + dataset.yaml)
  • Classification CSV and JSON export
  • Export validation before download
  • Dataset health checks and lightweight snapshots
  • Preprocessing and augmentation config export (JSON)

Coming next

Planned

Instance segmentation canvas tools

Architecture ready — V2

AI-assisted pre-labeling (Label Assist)

Requires GPU worker

SAM / SAM2 click-to-mask

Requires GPU worker

COCO / Pascal VOC export

Format contract defined

Training via external GPU worker

API contract ready (501 now)

Managed inference / deployment API

API contract ready (501 now)

Real authentication & team management

Currently demo session only

Semantic and similarity image search

Requires embedding backend

Enterprise tier

Enterprise
  • Single sign-on (SAML / OIDC)
  • On-premises / private cloud deployment
  • Auto-scaling inference endpoints
  • Advanced audit logs with retention controls
  • Private dataset and model hub
  • Dedicated support and SLA

Engineering-level view of all planned capabilities with status and requirements.