Annotation practice8 min read
Point cloud annotation and LiDAR services for autonomous and defense AI: 3D labeling, why it is harder than 2D, and why a wrong label needs an audit trail.
Anil Poonia
Product updates7 min read
Versions 4.1.7 and 4.1.8: one shared workspace for annotators, verifiers and auditors, audio annotation with duration-based zoom, and automatic speaker diarization that turns a raw recording into labelled speaker turns.
Sahil Wadhwa
Annotation practice6 min read
Medical image annotation for regulated AI has to prove three things: PHI was de-identified before anyone annotated, a trained clinician reviewed the work, and the whole chain is logged and auditable.
Rohish Sankalp Yadav
Outsourcing & vendors6 min read
Outsourcing data labeling for regulated AI comes down to two things vendor lists skip: neutrality and compliance depth. A scorecard for testing any provider on both.
Rupali Pahwa
Regulation & compliance8 min read
EU AI Act Annex IV applies from 2 December 2027 for stand-alone high-risk systems (Digital Omnibus timeline). The 9-section technical-file checklist - and the two sections (data governance, performance metrics) where annotation providers fail audits.
Chandra Prakash
Regulation & compliance7 min read
The EU AI Act's high-risk compliance deadline has moved to 2027, but Article 12 logging requirements remain unchanged. Learn why training-data provenance, audit trails, and annotation governance should start now.
Sonu Soni
Regulation & compliance5 min read
A practical, step-by-step guide to auditing AI systems for compliance, plus a data-provenance checklist covering origin and rights, labeling, lineage, evidence retention, and separation of duties.
Sahil Wadhwa
Annotation practice5 min read
Evidence-grade annotation is the audit-ready standard for AI training data. Six artifacts captured at labeling time meet EU AI Act, HIPAA, and AI compliance demands.
Anil Poonia
Outsourcing & vendors5 min read
Data annotation outsourcing in 2026 isn't a cost-per-label decision - it's an evidence problem. A 12-criterion vendor scorecard plus a TCO and risk calculator.
Rupali PahwaIAA scored per cohort, audit trails on every action, evidence exports mapped to EU AI Act Articles 10 & 12.
Certifications & readiness
