References & Citations
Research Foundation for AI Readi White Papers and Platform Development
Academic and Research Sources
Foundational complexity science and neurobiology research that informs AI Readi's methodology
Krakauer, D. (2024). "Foundational Papers in Complexity Science: Updated Edition." Santa Fe Institute Press.
Krakauer, D., & West, G. (Eds.). (2024). "The Complex Alternative: Complexity Scientists on Global Challenges." SFI Press.
Hiesinger, P. R. (2021). "The Self-Assembling Brain: How Neural Networks Grow Smarter." Princeton University Press.
Santa Fe Institute. (2024). "Complexity Science for Business Transformation: 35 Years of Research Applications."
Holland, J. H. (2024). "Complexity Theory for Business Applications: Updated Edition." Oxford University Press.
Kauffman, S. A. (2024). "At Home in the Universe: Complexity and Self-Organization Revisited." Oxford University Press.
Flack, J. C. (2024). "Collective Intelligence and Organizational Design." Santa Fe Institute Working Papers.
Bar-Yam, Y. (2024). "Making Things Work: Solving Complex Problems in a Complex World, 2nd Edition."
Industry Reports and Market Research
Enterprise AI transformation research and market intelligence (2024-2025)
Boston Consulting Group. (2025). "From Potential to Profit: Closing the AI Impact Gap - Global Study." BCG Digital Ventures.
https://www.bcg.com/publications/2025/closing-the-ai-impact-gapMcKinsey & Company. (2025). "The State of AI: How Organizations are Scaling Value Creation." McKinsey Global Institute.
https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-aiGartner. (2024). "AI Implementation Success Factors: Global Enterprise Survey."
Gartner. (2025). "Worldwide GenAI spending forecast to reach $644 billion in 2025 (76.4% increase from 2024)."
Referenced in AI Readi White Paper 2025, citing CNBC/Yahoo Finance coverage of Gartner forecast.
Gartner. (2025). "Market Guide for AI Readiness Tools." Segment estimated at $4.5B in 2025, with 30% CAGR projection to $9B by 2028.
Referenced in AI Readi White Paper 2025, Section 8; BCG decision intelligence market research.
Accenture. (2025). "Technology Trends: The Systematic AI Adoption Imperative." Accenture Research.
Forrester. (2025). "AI Strategy Report: Moving Beyond Pilot Purgatory." Forrester Research.
Precedence Research. (2025). "Decision Intelligence Market Analysis and Forecast 2025-2030." Market valued at $19.38B in 2025, projected to reach $57.75B by 2032 at 16.9% CAGR.
KPMG. (2025). "AI Quarterly Pulse Survey, Q3 2025." Fieldwork July 30-August 21, 2025.
S&P Global Market Intelligence. (2025). Survey of 1,000+ enterprises across North America and Europe. 42% of companies abandoned most AI initiatives in 2025 (up from 17% in 2024).
Referenced in AI Readi White Paper 2025, Section 1.
AI Adoption and Implementation Studies
Enterprise AI pilot success rates, implementation costs, and organizational readiness research
MIT Center for Digital Business. (2025). "The GenAI Divide: 95% of generative AI pilots fail to reach full deployment."
https://fortune.com/2025/08/18/mit-report-95-percent-generative-ai-pilots-at-companies-failing-cfo/Cited in Fortune (August 18, 2025): "MIT report: 95% of generative AI pilots at companies are failing."
Quapton. (2025). "State of Enterprise AI 2025."
https://www.quapton.com/insights/state-of-enterprise-ai-2025Andreessen Horowitz. (2025). "How 100 Enterprise CIOs Are Building and Buying Gen AI in 2025."
https://a16z.com/ai-enterprise-2025/Virtasant & multiple AI readiness assessment impact studies (2024-2025). Research shows organizations integrating comprehensive change management and readiness assessment achieve 47% higher success rates compared to ad hoc approaches.
Referenced in AI Readi White Paper 2025.
InData Labs. (2024). "AI in Business: Enhancing Efficiency and Reducing Costs." Structured approaches deliver 15-40% reduction in operational expenses.
https://indatalabs.com/blog/ai-cost-reductionGenzeon. (2025). "GenAI Readiness Assessment - Accelerate Enterprise-Scale GenAI Implementation." Organizations move from POC to production 3x faster with systematic planning.
Enterprise Case Studies and Value Creation
Real-world examples of systematic AI implementation and value realization
PYMNTS. (2023). "JPMorgan On Track to Deliver $1 Billion in Value Through AI."
https://www.pymnts.com/news/banking/2023/jpmorgan-on-track-to-deliver-1billion-in-value-through-ai/Entrepreneur. (2025). "JPMorgan Chase Is Saving $2 Billion a Year Using AI, According to CEO Jamie Dimon." Demonstrates systematic AI implementation across trading, risk management, and customer service.
https://www.entrepreneur.com/business-news/jpmorgan-ceo-jamie-dimon-ai-saves-the-bank-billions-a-year/498115Coherent Solutions. (2025). "Artificial Intelligence in Pharmaceuticals and Biotechnology: Current Trends and Innovations."
https://www.coherentsolutions.com/insights/artificial-intelligence-in-pharmaceuticals-and-biotechnology-current-trends-and-innovationsAI Transformation Frameworks and Methodologies
Systematic approaches to AI implementation and organizational readiness
BCG. (2025). "The 10-20-70 Framework for AI Transformation." 70% people & processes, 20% technology & data, 10% algorithms.
https://www.bcg.com/publications/2025/closing-the-ai-impact-gapThis framework demonstrates why organizational readiness and capability development are primary determinants of AI success.
BCG. (2024). "New Research Reveals That 90% of Organizations Using AI to Create KPIs Report KPI Improvement." Research from global survey of 3,000+ managers and 17 executive interviews.
https://www.bcg.com/press/13february2024-organizations-using-ai-to-create-kpis-report-kpi-improvementMultiple industry studies (2024-2025) on systematic vs. ad hoc AI implementation approaches. Formal cost-benefit analysis frameworks achieve 45% better financial returns. Systematic approaches show 15-40% operational expense reduction.
Sources: Coherent Solutions, InData Labs, BCG. Referenced in AI Readi White Paper 2025.
Additional Research and Context
Supporting research on AI implementation, organizational complexity, and project management
AI Realized Now Substack. (2025). "From 2024 to 2025: How Enterprise AI Progress Accelerated."
https://airealizednow.substack.com/p/from-2024-to-2025-how-enterpriseMultiple project management studies documenting that large projects frequently become obsolete before completion. CIO research: "Failure today may mean a project runs so late as to be obsolete when completed."
Large projects are more than 10x more likely to fail because they outlived their usefulness prior to implementation.
Multiple studies documenting accelerated time-to-value through systematic approaches: (1) AstraZeneca study by PA Consulting showing 40-60% decrease in time to value, (2) Forrester Total Economic Impact study showing 60% reduction in time to market, (3) Genzeon AI readiness assessment.
All references are cited in AI Readi white papers and platform documentation. For questions about specific citations or to request access to full research reports, please contact our research team.
Contact: hello@aireadi.com
Last Updated: October 2025
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