Lesson 3 of 6·10 min read

GDPR & Privacy Monitoring

AI agents frequently process personal data — sometimes unintentionally. OpenClaw provides an integrated privacy monitoring module that automates PII detection, consent tracking, and data minimization.

PII Detection in Agent Outputs

Automatic PII Detection

OpenClaw scans every trace in real time for personal data:

PII CategoryDetectionAction
NamesNER-basedPseudonymization
Email addressesRegex + validationMasking
Phone numbersPattern matchingMasking
IBAN/credit cardLuhn check + patternImmediate masking
AddressesNER + geocoding checkPseudonymization
Health dataKeyword + contextAlert + blocking

Configuring PII Actions

# privacy-config.yml
pii_detection:
  enabled: true
  scan_mode: real-time  # or "batch"

  actions:
    - type: mask
      categories: [email, phone, iban, credit_card]
      replacement: "[REDACTED]"

    - type: pseudonymize
      categories: [name, address]
      method: consistent_hash  # same PII = same pseudonym

    - type: alert
      categories: [health_data, biometric]
      channels: [slack, compliance-team]

    - type: block
      categories: [social_security_number]
      action: drop_trace  # trace is not stored

Records of Processing Activities

OpenClaw automatically generates a record of processing activities per GDPR Art. 30:

  • Processing purpose — Derived from agent configuration
  • Categories of data subjects — From metadata tags
  • Data categories — Automatically detected by PII scanner
  • Recipients — Which external APIs are called?
  • Deletion periods — From retention configuration
  • Technical measures — Encryption, pseudonymization, access control

Consent Tracking

For agents processing user interactions:

with oc.trace("support-agent") as trace:
    trace.set_consent({
        "data_processing": True,
        "ai_interaction": True,
        "profiling": False,
        "consent_timestamp": "2026-02-18T14:00:00Z",
        "consent_version": "v2.1"
    })

OpenClaw automatically verifies:

  • Is valid consent present?
  • Is the consent still current (not withdrawn)?
  • Does the processing purpose match the consent?
  • Are only consented data categories being processed?

Data Retention Enforcement

OpenClaw enforces automatic deletion periods:

Data CategoryDefault PeriodAdjustable
Traces90 daysYes (min. 180 days for high-risk)
PII data30 daysYes
Aggregated metrics365 daysYes
Compliance logs3 yearsNo (legal requirement)
Audit trails5 yearsNo (legal requirement)

Automatic Deletion

retention:
  traces:
    default: 90d
    high_risk: 180d
    with_pii: 30d

  deletion:
    method: secure_delete  # overwrite, not just marking
    schedule: "0 2 * * *"  # nightly at 02:00
    audit_log: true         # deletion is logged

Privacy Dashboard

The privacy dashboard shows:

  • PII Detection Rate — How often is personal data detected?
  • Consent Coverage — For how many interactions is consent available?
  • Data Retention Status — Are deletion periods being followed?
  • DPIA Status — Status of data protection impact assessments
  • Cross-Border Transfers — Is data being transferred to third countries?

Important: OpenClaw does not replace your data protection officer. It automates the technical implementation and provides the data foundation for informed privacy decisions. Legal responsibility remains with you.