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Clio Legal Software

Legal Tech Entity Resolution

Softmax Data partnered with Clio to build an automated, privacy-conscious data enrichment pipeline that keeps Salesforce clean, complete, and ready for targeted go-to-market motions.

4X increase in qualified opportunities
$6M new ARR (AI-prioritized segments)
Nightly refresh cadence (always-on intelligence)

The client

Clio provides a cloud-based legal operating system adopted by thousands of law firms worldwide. As the company scaled, Clio needed trustworthy market intelligence to power its revenue engine — clean data, accurate targeting, and governance that finance and legal could sign off on.

The challenge

  • Salesforce was bloated with duplicate firms, stale contacts, missing practice insights.
  • Privacy requirements made new lists costly; SDRs wasted hours chasing inaccurate data.
  • Marketing wanted a governed process finance and legal could sign off on.

What we shipped

  • Automated pipeline to deduplicate, normalize, and verify contacts across compliant sources
  • Entity resolution linking attorneys to specialties, firm size, engagement signals
  • Lead scoring and routing automation pushing prioritized accounts daily
  • Privacy + governance layers aligned with regional regulations
  • Runbooks + dashboards + knowledge transfer for adoption, pipeline contribution, compliance

Results

  • 417% increase in qualified opportunities attributed to enriched intelligence
  • $6M new ARR driven from AI-prioritized segments
  • SLA-ready: accounts complete before outreach
  • Daily cadence: refreshes the addressable market every morning without manual effort

Why it worked

  • Operating model: built nightly orchestration, not a one-off pull
  • Governance-first: design enabled legal/finance alignment from day one
  • Reduced friction: shared GTM playbooks eliminated handoff delays
  • Measurable outcomes: pipeline contribution + compliance adherence tracked