Field Guide

Best Practices Library

Governance frameworks, AI-assisted workflows, and compliance checklists for analytics teams working through regulatory change.

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Three governance pillars
Weekly checklist
EU AI Act readiness
Three pillars of AI-powered data governance

Pick the pillar that addresses your biggest challenge today.

Implement it for two weeks and measure the difference in approval time, duplicate events, or audit readiness.

Let AI carry the routine review

Manual review does not scale. Use AI validation to catch errors at submission time, so reviewers spend their attention on strategic decisions rather than naming conventions.

  • Run AI validation on every event submission to catch naming errors, missing parameters, and type mismatches automatically.
  • Use the AI Duplicate Detector monthly to identify and merge redundant event definitions.
  • Generate parameter recommendations from GA4 standards and your organisation's existing patterns.

Build compliance into your workflow

Compliance should not be a quarterly fire drill. Embed regulatory requirements into your approval workflow so every event change is governed by default.

  • Generate governance policies for GDPR, CCPA, HIPAA, or EU AI Act using the AI Policy Generator and share with legal for review.
  • Require approval workflow sign-off before any event definition reaches production.
  • Export your audit trail monthly so compliance evidence is always current, not scrambled together before an audit.

Document decisions, not just events

An event definition without context is half the story. Record why an event exists, who approved it, and what business outcome it supports.

  • Use the AI Documentation Generator to produce a complete taxonomy reference and publish it to Confluence or Notion.
  • Tag events with owning teams and business outcomes so future colleagues understand the purpose.
  • Maintain version history for every change so auditors and regulators can trace the full decision timeline.
Operational tools

Two tools that keep governance running week to week.

Weekly governance checklist

Anchors your stand-up so it stays tactical.

  1. Review events stuck in the approval queue for more than 3 days and either approve, request changes, or reassign.
  2. Run the AI Duplicate Detector to catch any new overlapping event definitions.
  3. Spot-check one recently approved event to confirm it matches what is deployed in production.
  4. Export the latest audit trail and store it in your compliance documentation.
  5. Review AI validation results from the past week to identify recurring taxonomy issues.

Launch readiness rubric

Use this rubric before every tracking deployment.

GreenEvent spec approved, all AI validation checks passing, parameters match GA4 standards, stakeholders notified.
YellowAwaiting reviewer sign-off or AI validation flagged warnings (not errors). Compliance policy generated but not yet reviewed by legal.
RedMissing event owner, AI validation errors unresolved, no compliance policy generated, or downstream dependencies unconfirmed.
Further tools

Templates, checklists, and EU AI Act readiness.

Industry Templates

Pre-built event taxonomies for 14 industries. E-commerce, SaaS, healthcare, fintech, media, gaming, and more. Each template includes standard events, parameters, and compliance annotations. Generate one with the AI Industry Event Generator.

Explore templates

AI Governance Checklist

Questions to ask after every taxonomy change.

  • Did AI validation pass with no errors?
  • Are all parameters documented with types and requirements?
  • Has the governance policy been updated to reflect new data collection?
  • Is the change reflected in the exported documentation?

EU AI Act Readiness Assessment

Check your preparedness before August 2, 2026. Review your organisation against EU AI Act requirements: Do you have documented data governance (Art. 10)? Technical logging (Art. 11)? Transparency measures (Art. 12)? Human oversight (Art. 14)? eventParity covers all four.

Start assessment
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