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High-Risk AI in Law Enforcement: Between Article 5 Prohibition and Annex III Scope

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Domain 6 of Annex III AI Act covers AI systems in investigation and law enforcement. The Commission guidelines of 19 May 2026 devote over fifteen pages to it, with sharp delineation against the prohibited practices of Article 5. For police, prosecutors, customs and other enforcement agencies, classification here is particularly delicate.

For the general framework, see the main article on the Article 6(3) filter. For all domains, see the hub overview.

The Five Use Cases of Domain 6

  • Point 6(a) Assessing the risk of a person becoming the victim of a criminal offence
  • Point 6(b) Polygraphs and similar tools
  • Point 6(c) Assessing the reliability of evidence
  • Point 6(d) Assessing the risk of (re)offending by concrete persons
  • Point 6(e) Profiling of natural persons in detection, investigation or prosecution

Difference with Article 5: The Predictive Policing Prohibition

The guidelines emphasise that Article 5(1)(d) prohibits AI systems that predict the risk that a natural person will commit a criminal offence, solely based on profiling or personality traits. That is therefore prohibited, not high-risk.

High-risk under Point 6(d) concerns recidivism risk assessments containing additional elements, or focused on concrete persons already assessed rather than general predictions.

Prohibited under Article 5:

  • AI labelling neighbourhoods or population groups predictively for crime risk
  • AI predicting solely from personality profiles whether someone will become a criminal

High-risk under Point 6(d):

  • AI estimating recidivism risk of a convicted person during detention or reintegration
  • AI assessing flight risk or safety risk in an ongoing investigation

Use Cases in Detail

Point 6(a): Victim Risk

High-risk:

  • AI predicting who is at risk of becoming a victim of domestic violence
  • AI flagging vulnerable persons for preventive intervention

Point 6(b): Polygraphs and Similar Tools

High-risk:

  • AI in modern lie detection (stress, micro-expressions, voice)
  • AI doing "credibility assessment" during interrogations

Point 6(c): Evidence Assessment

High-risk:

  • AI assessing authenticity of digital evidence
  • AI analysing consistency of witness statements

Filter possible:

  • AI only indexing or categorising evidence material without assessment
  • AI generating transcripts of interrogation videos

Point 6(d): (Re)offending Risk

High-risk:

  • Probation tools scoring recidivism risk
  • Risk assessment in pre-trial detention decisions

Point 6(e): Profiling During Investigation

High-risk:

  • AI profiling suspects based on data from ongoing investigation
  • AI generating "person of interest" lists from data analysis

Outside scope:

  • Forensic analysis of a specific crime scene (DNA, fingerprints)
  • Pure object detection in imagery without person profiling

Sector-Specific Pitfalls

Pitfall 1: Check Article 5 First

For policing applications, Article 5 prohibition often looms. Always start classification with Article 5, not Annex III. A prohibited system does not "still" become high-risk.

Pitfall 2: Prosecution Tools

For prosecution agencies, many "case management" tools can fall under Point 6(e) once they analyse personal data for investigative purposes.

Pitfall 3: Sector-Specific Laws Still Apply

Many enforcement tools connect to national registers, Schengen Information System, EURODAC. The AI Act sits on top of existing police data legislation and sectoral safeguards, not instead.

What to Do

1

Split per use case

Risk assessment of persons (6(a), 6(d)), polygraph-like (6(b)), evidence assessment (6(c)), profiling (6(e)). Each has its own examples and filter possibilities.

2

Align with police law

The AI Act is a layer on top. Police data legislation and specific laws on investigative powers continue to apply.

3

Secure human oversight

For high-risk AI in policing, human oversight under Article 14 is not optional. Decisions with legal consequences cannot be solely AI-based.

Practical tool

Test your AI against the Article 6(3) filter

Free interactive self-assessment, updated for the Commission guidelines of 19 May 2026. 9 steps, personal report with reasoning, vendor questions and next steps.

Start the Annex III Classifier 2026Free · 5-8 minutes · Article 6(3) filter built in

Frequently Asked Questions

⚖️ Referenced Legislation

High-Risk AI in Law Enforcement: Between Article 5 Prohibition and Annex III Scope | Practical Guide | EU AI Act | Responsible AI Platform