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.

Platform

Project management and QMS in one system

Operational visibility combined with the compliance tooling regulated industries require — from webhook ingestion to auditor-ready exports.

Project analytics

Cost per item, budget burn rate, and projected exhaustion date. Daily throughput surfaces bottlenecks before they slip timelines.

Compliance & QMS

Evidence checklists for EU AI Act, FDA, ISO 13485, IEC 62304, ISO 14971, and NIST AI RMF, with structured CAPA tracking.

Vendor & annotator management

Vendor scorecards with SLA compliance, cost, and turnaround. Per-annotator rejection rates and throughput.

Tool integrations

Webhook ingestion from RedBrick, Encord, Labelbox, and V7. Configurable field mappings, no code changes required.

Inter-annotator agreement

Run IAA sessions on shared work items and measure agreement automatically, with an org-wide roll-up.

Audit trail & exports

Every change is logged automatically. Export audit logs, evidence packages, and quality metrics for auditors.

How it works

From first webhook to auditor sign-off

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

  1. 01

    Connect your annotation tools

    Link RedBrick, Encord, Labelbox, or V7 via webhook. Map fields once and events flow in automatically.

    RedBrick · Encord · Labelbox · V7

  2. 02

    Track work through every stage

    Items move from annotation through up to three review stages to approval. Set sampling rates per stage; rejected items loop back automatically.

    Stage routing · Per-stage sampling · Rejection loops

  3. 03

    Monitor quality, cost, and throughput

    Dashboards for budget burn, forecasted spend, vendor scorecards, per-annotator rejection rates, and capacity.

    Cost forecasting · Vendor scorecards · Annotator metrics

  4. 04

    Close the compliance loop

    CAPA tracking, IAA sessions, and guideline approval workflows, with evidence checklists and exports ready for your auditor.

    EU AI Act · FDA · ISO 13485 · NIST AI RMF

Built for

Teams managing mission-critical AI data

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

Ready to replace the spreadsheets?

See how DataFoundry fits your annotation program and compliance framework.