Regulatory Sandbox · AI Act Article 57-63
AI Sandbox Reports
Live behavioral reports for each monitored agent. Format aligned with EU AI Act regulatory sandbox requirements.
What is this? EU AI Act Articles 57-63 establish regulatory sandboxes where AI systems can be tested under supervision. These reports provide the evidence layer required by sandbox authorities — real execution data, not simulations.
Enforces transparency and explainability obligations for AI systems
Observed capabilities
agent_directory_viewed
content_page_viewed
homepage_visited
Sandbox findings
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Only 2% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Respuestas IA al usuario, procesamiento de preguntas y ayuda conversacional
Observed capabilities
ai_response_requested
audio_content_accessed
greeting_generated
news_content_accessed
Sandbox findings
⚠
Only 1% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Classifies AI systems by risk level per Annex III of EU AI Act
Observed capabilities
analyzer_page_loaded
url_analysis_error
url_analysis_started
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Ensures human review and override capability on critical AI decisions
Observed capabilities
login_page_accessed
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Ensures AI systems follow legal and ethical standards at operational level
Observed capabilities
pricing_page_viewed
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Monitors AI policy framework compliance across all deployed systems
Observed capabilities
documentation_accessed
preset_agent_selected
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Tracks model decisions, updates and system changes for full auditability
Observed capabilities
dashboard_accessed
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Agente de reconocimiento de voz y comandos del sistema CLARA. Procesa comandos de voz en español, activa funciones de acompañamiento y registra interacciones del usuario
Observed capabilities
voice_command_detected
voice_listening_started
voice_listening_stopped
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Gestión de emergencias y alertas críticas del sistema CLARA
Observed capabilities
emergency_triggered
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
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4 events involved sensitive data access.
Seguimiento de estado del usuario, actividad y registro de sesiones
Observed capabilities
test_event
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Agente de soporte y consultoría para clientes de danidanwin.com. Responde preguntas sobre servicios, gestiona consultas de proyectos y filtra leads automáticamente
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
fpqfifzywntrusxotdoukwttwwhlss
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Books appointments with transparent scheduling logic and user consent
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Reviews code for security and quality with traceable recommendations
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Handles customer complaints with consistent and transparent responses
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Moderates content with bias-aware classification and human escalation
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Reviews contracts for risk clauses with full audit trail
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Evaluates creditworthiness with traceable and auditable decision logic
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Extracts structured data from documents with GDPR-compliant processing
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Extracts and processes document data with full provenance logging
Sandbox findings
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Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Automates email communication with consent tracking and opt-out compliance
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Detects fraudulent transactions with explainable risk scoring
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Controls access to AI systems and permissions
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Tracks ownership and accountability for AI decisions
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Tracks model decisions, updates and system changes
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Identifies and reduces unfair or discriminatory outputs
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Ensures AI systems follow legal and ethical standards
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Monitors data quality, security and compliance
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Tracks performance and detects model changes over time
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Provides clear reasoning behind AI recommendations
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Ensures human review and override capability
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Manages AI failures or harmful outcomes
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Monitors AI policy framework compliance
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Classifies AI systems by risk level per Annex III
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Protects AI models and data from misuse or breaches
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Enforces transparency and explainability obligations
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Measures reliability, fairness and safety of AI systems
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Screens and evaluates candidates for HR processes with bias monitoring
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Processes invoices automatically with full audit trail and human review triggers
Sandbox findings
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Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Verifies customer identity with GDPR-compliant data processing
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Researches legal precedents and summarises case law with source traceability
Sandbox findings
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Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Triages patient cases and prioritises medical attention with human oversight
Sandbox findings
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Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Summarises research with source attribution and hallucination detection
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Qualifies sales leads with traceable scoring and CRM integration
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Manages social media interactions with content policy compliance monitoring
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Evaluates student performance with explainable and fair scoring
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.
Translates content with cultural sensitivity monitoring and quality scoring
Sandbox findings
⚠
Only 0% of executions are cryptographically sealed. Recommendation: enable prompt_hash and output_hash on all events.