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Management ConsultingVideosBridget McCormack on American Arbitration Association’s Partnership with QuantumBlack for Impact
Management ConsultingManagementLegalAILegalTech

Bridget McCormack on American Arbitration Association’s Partnership with QuantumBlack for Impact

•February 24, 2026
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McKinsey & Company
McKinsey & Company•Feb 24, 2026

Why It Matters

The alliance accelerates AI adoption in dispute resolution, offering faster, cost‑effective arbitration while establishing governance standards that could become a benchmark for the legal tech industry.

Key Takeaways

  • •AAA encouraged organization-wide generative AI experimentation across all departments
  • •Early point solutions guided AAA's decision to pursue a full AI arbitrator
  • •Partnership with QuantumBlack provided essential AI expertise and governance frameworks
  • •McKinsey helped AAA scale staff and transition beyond MVP
  • •Governance structure aims to build user confidence in AI-driven arbitration

Summary

The American Arbitration Association (AAA) announced a strategic partnership with QuantumBlack, the advanced analytics arm of McKinsey, to co‑develop an AI‑driven arbitrator platform. The collaboration builds on three years of internal AI experimentation across case management, legal, engineering, and marketing functions.

AAA first rolled out small, point‑solution pilots to learn what could be built in‑house versus what required external expertise. Those experiments revealed the need for a large‑scale, AI‑native case management system—dubbed the AI arbitrator—and highlighted gaps in engineering, business development, and governance that a partner could fill.

Bridget McCormack emphasized that QuantumBlack’s technical depth and McKinsey’s governance playbook were critical, noting, “We could not get this wrong.” The partnership also delivered a governance framework to reassure users and a staffing plan that allowed AAA to transition from MVP to broader use‑case deployment after the consultants departed.

By marrying AI capabilities with robust governance, AAA aims to accelerate dispute resolution, reduce costs, and set a new industry standard for trust in algorithmic arbitration. The move signals a broader shift toward AI‑enabled legal services and could reshape how organizations manage conflict resolution at scale.

Original Description

Bridget McCormack, president and CEO of the American Arbitration Association (AAA), shares her perspective on partnership, innovation, and driving meaningful organizational impact. She reflects on the challenges facing the dispute resolution landscape, the strategic priorities shaping AAA’s future, and how collaboration enabled measurable progress and long-term value.
Read the full interview here: https://www.mckinsey.com/capabilities/quantumblack/our-insights/modernizing-a-100-year-old-business-model-with-ai
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