High-risk AI systems in credit, hiring, and healthcare will need documented explainability once the EU AI Act takes effect in August 2026, or face fines up to €35M. LENS maps your existing model output directly to the evidence regulators require, built on IEEE 2894-2024.
Three steps from raw model output to a documentation package regulators recognize.
Feed LENS your existing SHAP or LIME output directly from your ML pipeline — no re-engineering required.
LENS maps your output to the exact evidence fields the EU AI Act and NIST AI RMF require, per IEEE 2894-2024.
Generate a structured explainability report ready to hand directly to auditors or regulators.
Every LENS integration is built on the same standard.
Maps SHAP/LIME output to EU AI Act Annex IV and NIST AI RMF documentation requirements automatically.
Built on IEEE 2894-2024Track every high-risk model your organization operates and its current compliance status in one place.
Built on IEEE 2894-2024Get notified when EU AI Act guidance or NIST AI RMF updates change your documentation requirements.
Built on IEEE 2894-2024Start free with the open-source library, or go hosted once you need continuous monitoring.
pip install lens-compliance — free forever.
For compliance teams with multiple models.
For regulated industries with audit obligations.