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CASE STUDIES · Legal Technology · AI · 5 min read

Intelligent IP monitoring

Using semantic matching and automated review to improve the speed and coverage of trademark monitoring.

Executive Briefing

Trademark teams were reviewing growing journal volumes with tools limited to exact keywords. The challenge was to increase coverage across phonetic, visual, and conceptual similarity without overwhelming specialists with low-value alerts.

Key Strategic Takeaways

  • Combine multiple similarity signals instead of relying on exact text matches.
  • Prioritize potential conflicts using portfolio context and configurable risk thresholds.
  • Create review-ready alerts that preserve the evidence behind every recommendation.

Intelligent triage focuses legal attention where it matters, shortens detection time, and reduces the risk of missed opposition windows.