Features

Quality, speed, and control—built in

From pre-labeling to audit-ready exports, waterfront-tech helps you build datasets you can trust.

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AI Pre-labeling

Start from predictions to reduce manual work and speed up delivery.

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Human Audit

Trained reviewers correct edge cases and ensure labeling guidelines are followed.

Multi-stage QC

Sampling, consensus, and escalation for hard examples.

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Export Formats

COCO, YOLO, Pascal VOC, JSONL, CSV, and custom schemas.

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Security

Access controls, audit logs, and secure storage patterns (CloudFront + OAC).

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Reporting

Batch-level accuracy metrics, turnaround stats, and QA summaries.

Process
A predictable labeling pipeline
Define guidelines once. We enforce them through tooling and QA checks.

1) Guidelines

We help structure label taxonomies and edge-case decisions.

2) Production

Work is distributed to trained labelers with AI assistance.

3) Quality

Audits and sampling ensure the final dataset matches spec.

4) Delivery

Exports validated and delivered with documentation and changelogs.