Enterprise Coreformerly HotAnnotate
Voxel Annotate
Human-in-the-loop annotation and labeling with LLM-assisted review.
What it does
Human-in-the-loop annotation platform for building and reviewing labeled datasets. A FastAPI backend, React interface, and Celery workers coordinate annotation projects, task queues, and webhook delivery, with optional LLM-as-a-judge scoring on the studio-infra track.
Tech Stack
- FastAPI
- Python 3.12
- React
- PostgreSQL
- Redis
- Celery
Capabilities
- 01Project, task, and queue management for labeling workflows
- 02Human-in-the-loop review with adjudication and audit trails
- 03Optional LLM-as-a-judge (LLMaaJ) scoring passes
- 04Celery worker webhook delivery and digest schedules
- 05Token-authenticated API with PostgreSQL persistence
Concierge Execution
Done-For-You Execution Packages
We run Voxel Annotate as an expert managed service first. No complex setup dashboards — we execute the workflow by hand until the process is proven and paid for.