What Article 86 Requires
Affected persons can request clear and meaningful explanations about the role and decision-making process of a high-risk AI system when that decision impacts them significantly.
How VCCL Answers
- Produces explanation-ready narratives tied to verifiable evidence.
- Shows causal contributors and sufficiency validation rather than generic post-hoc summaries.
- Supports auditable response packs for explanation workflows.
Legal Questions and VCCL Responses
Yes. VCCL links explanations to concrete token-level and causal artifacts per audited decision.
Yes. Evidence is exportable and integrity-verifiable through cryptographic proofs.
Yes. VCCL automates dossier assembly so explanation requests can be answered quickly and consistently.