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Management consulting and AI engineering

McKinsey & Company

McKinsey & Company is a global management consultancy serving private, public, and social-sector organizations. Its services span strategy, operations, organizational change, finance, and technology. QuantumBlack, AI by McKinsey combines data science, engineering, design, and AI strategy to help clients put machine learning, generative AI, and agents into business workflows. Applications include predictive maintenance, biopharma research, supply chain optimization, and customer service.

James O. McKinsey founded the firm in Chicago in 1926; Bob Sternfels is its global managing partner. McKinsey acquired QuantumBlack in 2015, extending its work in advanced analytics and engineering. QuantumBlack’s lasting software contributions include Kedro, an open-source machine-learning framework released publicly in 2019, and CausalNex, an open-source library for cause-and-effect modeling. Its QuantumBlack Labs develops tooling and domain-specific AI capabilities, including infrastructure for orchestrating large-scale agent deployments.

The firm combines management advice with hands-on technical implementation. In 2025, McKinsey reported that QuantumBlack operated across more than 40 offices and supported hundreds of client deployments annually, while QuantumBlack Labs had more than 200 specialists. Its approach connects shared platforms and engineering standards with industry expertise across life sciences, manufacturing, energy, and financial services, emphasizing integration and adoption alongside model performance.

www.mckinsey.com

1 talk

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2 speakers at AIE

Affiliations reflect their AIE appearances, not necessarily current employment.

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Specifications and smaller engineering pods

The talk describes smaller multidisciplinary engineering pods, continuous planning, and specification-driven collaboration with agents. Cursor serves as an example of how agent-oriented workflows can reduce downstream rework.

Affiliations reflect each recorded session, not necessarily current employment.

Company sources · checked 2026-08-28