Are your AI projects stalling or failing and generating distrust? Turn your AI opportunities into sustained, measurable business outcomes.
Princeton Consultants can help you apply the INFORMS Analytics Framework™, the comprehensive guide through the entire life cycle of analytics initiatives, from initial business concept to value-delivering operations.
The INFORMS Analytics Framework™
The INFORMS Analytics Framework™, which Princeton Consultants helped create, gives teams a credible, repeatable way to run AI work like operational excellence: business problem framing → analytics problem framing → data → method → model → deployment → lifecycle management
AI solution success requires disciplined framing, stakeholder agreement, data rigor, deployment + adoption, and solution lifecycle management.
Based on our decades of proven solution success, Princeton Consultants will help your team connect AI models to decisions, workflows, adoption, and lifecycle governance.
Request a free 90-minute working session to review your portfolio of AI opportunities.
Princeton leaders will meet virtually with your key stakeholders for an assessment aligned to the 7 domains of the Framework:
- Business problem framing & amenability
- Analytics framing & baseline/KPIs
- Data readiness & documentation
- Method/architecture fit
- Validation/trust plan
- Deployment + adoption plan
- Lifecycle management + drift monitoring
Princeton will subsequently deliver a prioritized roadmap, plus next steps.
This offer is good until April 30, 2026. Contact us to schedule.
Read “The INFORMS Analytics Framework™: A Road Map for Success with Analytics” co-authored by Princeton Consultants Optimization Principal Irv Lustig, PhD, a former IBM ILOG CPLEX executive and Princeton University professor, award-winning computational mathematics expert, and renowned leader in optimization best practices.
Princeton Consultants is engaged for end-to-end solution development and to assist clients at different stages of the INFORMS Analytics Framework™.
Reference
Assessing and Reducing AI Project Risk with The Princeton 20
Advanced Optimization Techniques for Complex Scheduling
About Princeton
Princeton Consultants helps improve operational performance through applied optimization. Since 1981, we have delivered more than 1,800 successful projects, including the design and implementation of custom AI Optimization systems for many of the best managed companies across a variety of industries.
Our AI Opportunity working sessions are led by Founder and CEO Steve Sashihara, author of The Optimization Edge: Reinventing Decision Making to Maximize All Your Companies’ Assets, www.optimizationedge.com, which describes his experience and study of optimization at many of the most successful and innovative companies; and by Optimization Principal Irv Lustig, PhD, an internationally recognized leader in operations research and advanced analytics, author of more than 30 articles and scientific papers, winner of the Beale-Orchard-Hays Prize for excellence in computational mathematical programming, and longtime active member of INFORMS, INFORMS Fellow, and Certified Analytics Professional-Expert.
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