Research & Resources

Decision frameworks and case notes from real deployments to support your AI decision-making journey.

Decision frameworks

Practical frameworks for AI decision-making, ROI evaluation, and strategic planning.

AI ROI Evaluation Framework

Step-by-step framework for evaluating AI investments using evidence-based benchmarks.

Build vs. Buy Decision Framework

Structured approach to evaluating custom AI development vs. vendor solutions.

AI Risk Assessment Framework

Comprehensive framework for identifying and mitigating AI risks before deployment.

Case notes from real deployments

Anonymized research field notes from observed patterns in enterprise AI deployments.

ROI Patterns from $500M+ Deployments

Observed ROI patterns ranging from 2.56× to 17× across Fortune 100 companies.

Governance Patterns in Regulated Industries

Real-world governance approaches from financial services and healthcare deployments.

Failure Patterns and Lessons Learned

Common failure patterns and how successful organizations avoided them.

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