EU AI Act8 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.
Ankit Goyanka
EU AI Act7 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.
Ankit Goyanka
Audit5 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.
Ankit Goyanka
Annotation5 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.
Ankit Goyanka
Outsourcing5 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.
Ankit GoyankaIAA scored per cohort, audit trails on every action, evidence exports mapped to EU AI Act Articles 10 & 12.
Certifications & readiness
