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Spain Implementation Guide

EU AI Act Spain Implementation

AESIA supervisory agency, regulatory sandbox, national AI law, and compliance requirements for Spanish organizations under Regulation 2024/1689.

18 min read 3,200+ words
Joe Braidwood
Joe Braidwood
CEO, GLACIS
18 min read

Executive Summary

Spain has emerged as Europe’s leader in AI governance, becoming the first EU member state to establish a dedicated AI supervisory agency (AESIA) and launching the EU’s pioneering regulatory sandbox for artificial intelligence. With approximately 30 professionals operational since June 2024, AESIA is actively monitoring prohibited AI systems and preparing for full enforcement powers in August 2025.[1]

In March 2025, Spain adopted its draft national AI law (Ley para el Buen Uso y la Gobernanza de la Inteligencia Artificial), supplementing the EU AI Act with specific provisions for AI-generated content labeling and a domestic penalty regime reaching up to 35 million euros or 7% of global turnover. The legislation prioritizes transparency and addresses deepfake concerns with particular stringency.[2][3]

Key insight for Spanish organizations: Spain’s proactive regulatory stance means companies operating here face earlier compliance pressure than in other member states. However, AESIA’s December 2025 guidance documents and regulatory sandbox participation offer practical pathways to achieve compliance before the August 2026 high-risk AI deadline.

June 2024
AESIA Operational[1]
12
Sandbox Projects[4]
16
Guidance Documents[5]
Aug 2025
AESIA Full Powers[6]

In This Guide

Spain’s Implementation Status

Spain has positioned itself at the forefront of EU AI Act implementation, moving faster than any other member state to establish governance infrastructure. While most EU countries are still designating competent authorities, Spain’s regulatory framework has been operational for over a year.

Legislative Framework

Spain’s AI governance rests on three foundational legal instruments:

Spain’s draft national AI law underwent public consultation until March 26, 2025. The legislation is expected to be enacted before the August 2025 GPAI deadline, giving Spanish organizations early clarity on national requirements beyond the baseline EU AI Act.[3]

Implementation Progress Compared to Other Member States

As of December 2025, Spain leads EU member states in implementation readiness:

EU AI Act Implementation by Member State

Member State Competent Authority Regulatory Sandbox National AI Law
Spain OPERATIONAL ACTIVE DRAFT
Germany DESIGNATED PLANNED PENDING
France DESIGNATED DEVELOPING PENDING
Italy DESIGNATED PLANNED PENDING

AESIA: Spain’s National Competent Authority

The Agencia Espanola de Supervision de la Inteligencia Artificial (AESIA) is Spain’s dedicated AI supervisory agency—the first of its kind appointed in the EU in compliance with the AI Act. Headquartered in A Coruna, Galicia, AESIA has been operational since June 2024 under Director General Ignasi Belda.[1]

AESIA’s Mandate and Powers

Market Surveillance Authority

AESIA serves as Spain’s market surveillance authority of reference and Single Point of Contact with the EU. It monitors AI systems placed on the Spanish market, including prohibited AI practices that became banned February 2, 2025. AESIA has extensive inspection and verification powers covering training data, algorithms, and AI system documentation.[6]

Sandbox Management

AESIA manages Spain’s AI regulatory sandbox (RD Sandbox), selecting participants, supervising testing activities, and synthesizing findings into best practice guidance. The sandbox provides practical insights that inform national AI regulations and AESIA’s enforcement approach.[4]

AI Literacy and Guidance

Beyond enforcement, AESIA promotes AI literacy and publishes compliance guidance. In December 2025, it released 16 practical guides supporting EU AI Act implementation, covering high-risk system requirements, conformity assessment procedures, and technical documentation templates.[5]

Sanctioning Powers

AESIA gains full sanctioning powers from August 2025. Director Belda has indicated the agency will prioritize warnings and corrective guidance before resorting to fines—a proportionate enforcement approach that benefits organizations demonstrating good-faith compliance efforts.[3]

Decentralized Enforcement Model

Spain adopts a decentralized approach to AI Act enforcement. While AESIA serves as the primary supervisor for most high-risk AI systems, sector-specific authorities retain oversight within their domains:

Implementation Timeline

Spanish organizations must track both EU-level deadlines and Spain-specific milestones. The Spanish government’s proactive approach means certain obligations—particularly around AI content labeling—may apply earlier than in other member states.

Spain AI Act Implementation Timeline

Date Milestone Spain-Specific Notes Status
June 2024 AESIA Operational First EU AI supervisory agency active COMPLETE
Feb 2, 2025 Prohibited AI Ban AESIA actively monitoring Spanish market ACTIVE
Aug 2, 2025 GPAI + AESIA Powers AESIA full sanctioning authority; GPAI obligations 7 MONTHS
Late 2025 National AI Law Spanish-specific content labeling requirements EXPECTED
Aug 2, 2026 High-Risk Compliance Full Annex III requirements; sandbox insights apply 19 MONTHS
Aug 2, 2027 Medical AI Devices AEMPS coordination with AESIA 31 MONTHS

Spain-Specific Deadline Alert

Spain’s national AI law introduces immediate content labeling requirements upon enactment. Organizations using AI to generate or manipulate content must implement clear disclosure mechanisms. Given AESIA’s active monitoring and upcoming sanctioning powers, Spanish operations should prioritize transparency compliance ahead of other EU jurisdictions.

Spain’s AI Regulatory Sandbox

Spain launched Europe’s first AI regulatory sandbox in June 2022, predating the EU AI Act’s final adoption. This pioneering initiative provides organizations a controlled environment to test high-risk AI systems with regulatory supervision before full market deployment.

Sandbox Structure and Benefits

Established under Royal Decree 817/2023, the sandbox creates a collaborative space between regulators and innovators:

For Participants

  • + Direct AESIA guidance during development
  • + Early compliance validation before market launch
  • + Reduced regulatory uncertainty for high-risk systems
  • + Input into best practice guidance development

For the Ecosystem

  • + Public best practice reports from sandbox findings
  • + Practical implementation templates
  • + Informed regulatory policy development
  • + EU-wide learnings (sandbox open to other states)

Current Sandbox Cohort

In April 2025, twelve AI projects were selected for sandbox participation. These span high-risk categories including healthcare diagnostics, financial services risk assessment, and employment-related AI. Results will be synthesized into public guidance informing future national regulations.[4]

The sandbox runs for 36 months from November 2023 or until the EU AI Act becomes fully applicable in Spain—whichever comes first. Organizations interested in future sandbox participation should monitor AESIA announcements for subsequent cohort calls.

High-Risk AI Categories for the Spanish Market

While the EU AI Act’s Annex III defines high-risk categories uniformly across member states, certain categories have particular relevance to Spain’s economic structure and regulatory priorities.

Tourism and Hospitality

Spain’s tourism sector—one of Europe’s largest—increasingly deploys AI for dynamic pricing, personalized recommendations, and customer service automation. High-risk considerations include:

Financial Services

Spain’s banking sector (Santander, BBVA, CaixaBank) and fintech ecosystem face significant high-risk exposure:

Healthcare

Spain’s public health system (SNS) and private healthcare providers deploying AI face dual regulatory oversight from AESIA and AEMPS:

Public Administration

Spanish public sector AI deployment requires particular attention given government scale and citizen impact:

Employment

Spain’s significant gig economy and traditional employment sectors face extensive high-risk obligations:

Article 12 Logging Requirements

Article 12 of the EU AI Act mandates that high-risk AI systems maintain automatic logging capabilities ensuring traceability throughout the system lifecycle. AESIA’s December 2025 guidance provides Spain-specific implementation templates.[5]

Core Logging Requirements

Traceability

Logs must enable reconstruction of AI system operation from input to output:

  • - Input data received by the system (timestamped)
  • - Reference database versions consulted
  • - Processing steps and decision logic applied
  • - Output generated and any confidence scores

Human Oversight Documentation

Logs must record human involvement in AI-assisted decisions:

  • - Identity of persons involved in verification/validation
  • - Human override decisions and rationale
  • - Escalation events and resolution

Security and Retention

Logs must be protected and retained appropriately:

  • - Tamper-evident storage (cryptographic integrity)
  • - Access controls limiting modification
  • - Retention period appropriate to system purpose and sector requirements
  • - Accessibility to AESIA and market surveillance authorities upon request

Spain-Specific Considerations

Spanish organizations must align Article 12 logging with domestic data protection requirements under LOPDGDD (Spain’s GDPR implementation). Key considerations:

Sector-Specific Considerations

Healthcare AI in Spain

Healthcare AI operates at the intersection of AESIA oversight and existing medical device regulation under AEMPS. Organizations should:

Financial Services AI

Spanish financial institutions face overlapping requirements from AESIA, Bank of Spain, and CNMV. Key alignment areas:

Public Sector AI

Spanish public administration AI requires coordination with general administrative law and digital government frameworks:

Conformity Assessment Pathway

Spanish organizations with high-risk AI systems must complete conformity assessment before the August 2026 deadline. AESIA’s guidance documents provide implementation templates aligned with Articles 43-44.[5]

Assessment Pathways

Internal Control (Most High-Risk Systems)

Provider self-assessment based on:

  • 1. Technical documentation per Annex IV
  • 2. Quality management system (Article 17)
  • 3. Post-market monitoring plan
  • 4. EU declaration of conformity
  • 5. CE marking affixation

Notified Body Assessment

Third-party assessment required for:

  • - Biometric identification systems (Annex III Category 1)
  • - Medical AI devices (most Class IIa and above)
  • - AI under other EU regulations requiring third-party conformity

Timeline: 3-12 months | Cost: 10,000-100,000 EUR

Spanish Notified Bodies

Spain is designating notified bodies for AI Act conformity assessments. Organizations requiring third-party assessment should:

Enforcement & Penalties

Spain’s draft AI law establishes a domestic penalty regime aligned with—and in some areas exceeding—EU AI Act requirements. AESIA gains full sanctioning authority from August 2025.[2][3]

Penalty Structure

Spain AI Act Penalty Tiers

Violation Type Maximum Fine Examples
Prohibited AI practices 35M EUR or 7% turnover Social scoring, manipulative AI, untargeted biometric scraping
Serious offences 7.5M-35M EUR or 2-7% turnover Failure to label AI-generated content, high-risk non-compliance
Biometric system violations 500K-7.5M EUR or 1-2% turnover Employee attendance monitoring without human oversight
Other violations 7.5M EUR or 1% turnover Providing incorrect information to authorities

Additional Enforcement Measures

Beyond fines, Spain’s draft AI law authorizes:[2]

AESIA’s Enforcement Approach

Director Belda has indicated AESIA will prioritize warnings and guidance before imposing fines. This creates opportunity for organizations demonstrating good-faith compliance efforts:[3]

Compliance Roadmap for Spanish Organizations

Given Spain’s advanced implementation status, organizations should accelerate compliance timelines compared to other EU markets. The following roadmap accounts for Spain-specific requirements and AESIA’s active enforcement posture.

GLACIS logoGLACIS
Spain Compliance Roadmap

EU AI Act Spain Implementation

1

AI System Inventory & AESIA Alignment (Month 1)

Catalog all AI systems operating in Spain or serving Spanish customers. Classify per Annex III high-risk categories. Review AESIA’s 16 guidance documents for Spain-specific interpretation. Identify any systems potentially triggering prohibited AI provisions (already enforceable since February 2025). Prioritize content-generating AI for Spain’s labeling requirements.

2

Content Labeling Implementation (Month 1-2)

Spain’s national AI law prioritizes transparency for AI-generated content. Implement clear disclosure mechanisms for synthetic media, chatbots, and AI-assisted communications. Ensure labeling meets Spain’s specific requirements—penalties reach 35M EUR for serious non-compliance. Review deepfake and manipulated content detection capabilities.

3

Article 12 Logging Infrastructure (Month 2-4)

Implement automated logging per Article 12 requirements and AESIA guidance. Ensure traceability of inputs, outputs, and decisions. Document human oversight interventions. Align with LOPDGDD/GDPR data protection requirements. Establish tamper-evident storage and appropriate retention periods. Prepare for AESIA information requests upon enforcement authority activation in August 2025.

4

Risk Management & Technical Documentation (Month 3-6)

Establish continuous risk management per Article 9. Prepare Annex IV technical documentation using AESIA’s templates. Conduct bias assessments for Spanish market context (demographic, linguistic, cultural considerations). Document data governance practices per Article 10. Generate evidence of control execution—not just policy documentation.

5

Quality Management & Conformity Assessment (Month 4-9)

Establish Article 17 quality management system. For systems requiring notified body assessment, initiate engagement by Q1 2026 to ensure completion before August 2026 deadline. Prepare EU declaration of conformity and CE marking documentation. Coordinate with sector-specific regulators (AEMPS for healthcare, Bank of Spain for financial services) on overlapping requirements.

6

AESIA Readiness & Post-Market Monitoring (Ongoing)

Prepare for AESIA information requests and inspections. Establish Article 73 serious incident reporting procedures. Implement post-market monitoring tracking performance and user feedback. Maintain living documentation updated with system changes. Consider sandbox participation for future high-risk system development. Engage with AESIA guidance updates and emerging best practices.

Spain-specific insight: AESIA’s proactive enforcement stance means compliance delays carry higher risk than in other member states. However, the agency’s guidance-first approach rewards organizations that demonstrate good-faith efforts. Document everything—evidence of compliance intent can influence enforcement outcomes.

How GLACIS Supports Article 12 Compliance

Article 12’s logging requirements present a significant technical challenge: organizations must prove their AI controls actually execute—not just document that policies exist. GLACIS addresses this gap with cryptographic evidence generation.

The Article 12 Evidence Challenge

Traditional compliance approaches rely on policy documentation and periodic audits. But AESIA, like other market surveillance authorities, can request evidence that controls are actively functioning. This requires:

GLACIS Continuous Attestation

GLACIS generates cryptographic evidence that AI governance controls execute correctly. This addresses Article 12 requirements by providing:

Automated Control Verification

GLACIS continuously monitors AI system controls—input validation, output filtering, human oversight triggers—and generates timestamped evidence of execution. This transforms Article 12 compliance from periodic documentation to continuous proof.

Cryptographic Evidence Packs

Evidence is cryptographically signed and immutable, meeting Article 12’s tamper-evident requirements. When AESIA requests documentation, you provide verifiable proof—not assertions that require trust.

Framework Mapping

GLACIS maps evidence to EU AI Act articles, ISO 42001 controls, and NIST AI RMF functions. This alignment with AESIA’s guidance documents simplifies regulatory review and demonstrates comprehensive compliance.

Frequently Asked Questions

How does Spain’s enforcement differ from other EU member states?

Spain has the EU’s first operational AI supervisory agency (AESIA), active since June 2024. While most member states are still designating competent authorities, AESIA is already monitoring prohibited AI practices and will have full sanctioning powers from August 2025. Director Belda has indicated a warnings-first approach, but organizations should expect more active enforcement than in slower-moving member states. Spain’s draft national AI law also introduces specific content labeling requirements with penalties reaching 35M EUR.

Should I participate in Spain’s regulatory sandbox?

If you’re developing high-risk AI systems for the Spanish or EU market, sandbox participation offers significant advantages: direct AESIA guidance during development, early compliance validation, reduced regulatory uncertainty, and input into emerging best practices. The current cohort of twelve projects runs through 2026, but monitor AESIA announcements for future intake calls. Even non-participants benefit from public best practice reports synthesized from sandbox findings.

How do I coordinate between AESIA and sector-specific regulators?

Spain uses a decentralized enforcement model. AESIA is the primary authority for most high-risk AI, but sector-specific regulators retain domain oversight: AEMPS for medical AI, Bank of Spain/CNMV for financial services AI, AEPD for data protection aspects. Start with AESIA’s guidance documents for baseline requirements, then layer sector-specific obligations. For medical devices, coordinate conformity assessment between AEMPS notified bodies and AI Act requirements—the August 2027 extended deadline for medical AI provides additional time.

What makes Spain’s content labeling requirements different?

Spain’s draft AI law places particular emphasis on AI-generated content transparency, reflecting concerns about deepfakes and synthetic media. The legislation classifies failure to label AI content as a "serious offense" with penalties of 7.5M-35M EUR or 2-7% of global turnover. This exceeds the EU AI Act’s baseline Article 50 transparency requirements. Organizations generating or manipulating content with AI should implement clear, unambiguous disclosure mechanisms before Spain’s national law takes effect.

How do I access AESIA’s guidance documents?

AESIA published 16 practical guides in December 2025 covering high-risk system requirements, conformity assessment procedures, technical documentation templates, and implementation recommendations. These are available on AESIA’s official website (aesia.digital.gob.es) in Spanish, with some materials translated to English. The guidance provides Spain-specific interpretation of EU AI Act requirements and should be your primary reference for national implementation.

What are SME-specific provisions in Spain’s AI law?

Spain’s draft AI law includes reduced penalty provisions for small and medium enterprises. While the maximum fines remain substantial (up to 35M EUR for serious offenses), SMEs may receive the lesser of the percentage-of-turnover calculation or the fixed amount. Additionally, AESIA’s guidance-first enforcement approach benefits smaller organizations demonstrating good-faith compliance efforts. Consider engaging proactively with AESIA resources to document your compliance journey.

References

  1. [1] AESIA. "AESIA Consolidates Its Role in Europe in Promoting Ethical, Sustainable and Reliable AI." August 2025. aesia.digital.gob.es
  2. [2] White & Case LLP. "AI Watch: Global Regulatory Tracker - Spain." December 2025. whitecase.com
  3. [3] Covington & Burling LLP. "Spain Issues Guidance Under the EU AI Act." Inside Privacy, December 2025. insideprivacy.com
  4. [4] European Commission. "First Regulatory Sandbox on Artificial Intelligence Presented." June 2022. ec.europa.eu
  5. [5] AESIA. "Guidelines Published to Support Compliance with the AI Act." December 2025. aesia.digital.gob.es
  6. [6] Holistic AI. "Spain Becomes First EU Member to Establish AI Regulatory Body." August 2024. holisticai.com
  7. [7] Linklaters. "Spain Proposes a New AI Bill, Including Significant Fines." March 2025. linklaters.com
  8. [8] Euronews. "Spain Could Fine AI Companies Up to 35 Million in Fines for Mislabelling Content." March 2025. euronews.com
  9. [9] OECD. "Progress in Implementing the European Union Coordinated Plan on Artificial Intelligence - Spain." October 2025. oecd.org
  10. [10] Pinsent Masons. "Spain Legislates for First EU AI Act Regulatory Sandbox." November 2023. pinsentmasons.com
  11. [11] European Union. "Regulation (EU) 2024/1689 of the European Parliament and of the Council." Official Journal of the European Union, July 12, 2024. EUR-Lex
  12. [12] EU Artificial Intelligence Act. "Overview of All AI Act National Implementation Plans." 2025. artificialintelligenceact.eu

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