The mission control for your annotation pipeline

Stay audit-ready for FDA, ISO 13485, and the EU AI Act — while tracking the quality, timeline, cost, and vendor performance of every annotation project in one place.

Built for regulated annotation programs

Project management meets Quality Management System

DataFoundry combines operational visibility with the compliance tooling regulated industries require — from webhook ingestion to auditor-ready exports.

Real-Time Project Analytics

Track cost per item, budget burn rate, and projected exhaustion date. Daily throughput charts surface bottlenecks before they slip timelines.

Compliance & QMS Suite

Evidence checklists for EU AI Act, FDA, ISO 13485, IEC 62304, ISO 14971, and NIST AI RMF. CAPA tracking with structured root cause and resolution workflows built in.

Vendor & Annotator Management

Vendor scorecards with SLA compliance, cost per item, and turnaround tracking. Per-annotator rejection rates and throughput — all in one place.

Webhook Integrations

Native support for RedBrick, Encord, Labelbox, and V7. Configure JSONPath field mappings per tool — no code changes when onboarding a new platform.

Inter-Annotator Agreement

Create IAA sessions, assign annotators to shared work items, and measure agreement automatically. Org-wide roll-up in the QMS dashboard.

Audit Trail & Exports

Every create, update, and delete is logged automatically. Export audit logs, compliance evidence, and quality metrics as CSV for any auditor.

How it works

From first webhook to auditor sign-off

DataFoundry handles the full lifecycle — ingestion, workflow routing, quality measurement, and compliance documentation — so your team can focus on the data, not the operations around it.

01

Connect your annotation tools

Link RedBrick, Encord, Labelbox, or V7 via webhook in minutes. Configure JSONPath field mappings once — events flow in automatically from that point on.

RedBrickEncordLabelboxV7
02

Track work through every stage

Items move through PRE_ANNOTATION → ANNOTATION → REVIEW → APPROVED automatically. Configure 0–3 review stages, set per-stage sampling rates, and rejected items loop back without manual intervention.

Stage routingPer-stage samplingRejection loops
03

Monitor quality, cost & throughput

Real-time dashboards surface budget burn rate, projected exhaustion date, vendor scorecards, per-annotator rejection rates, and capacity utilization — all in one place.

Cost forecastingVendor scorecardsAnnotator metrics
04

Close the compliance loop

CAPA tracking, Inter-Annotator Agreement sessions, and guideline approval workflows are built in. Evidence checklists for EU AI Act, FDA, ISO 13485, and NIST AI RMF — exportable as CSV for any auditor.

EU AI ActFDAISO 13485NIST AI RMF

Built For

Teams managing mission-critical AI data

DataFoundry is designed for ML teams in regulated industries who need audit trails, vendor controls, and quality assurance built into their annotation workflows.

Healthcare AI

FDA-cleared imaging tools

Dental AI

Caries, perio, and CBCT analysis

Veterinary AI

Companion animal imaging at scale

Enterprise ML

Production-grade pipelines

Join teams running compliant annotation programs in medical imaging, dental AI, and veterinary diagnostics.