As we close out 2025, there is much to be said about AI – from multiple perspectives. For those of us immersed in the AI world, it’s almost impossible to keep pace and ensure we are helping our customers, friends, and families stay ahead of the waves of change.
Below are the Twelve Days of Christmas orchestrated with my personal AI reflections. This has been written to advance our customers, friends, and families’ knowledge to lead more effectively to ensure that we live in a balanced future-forward – a world where humans and machines are fused to levels yet unimaginable. With this comes a great responsibility – let’s ensure we lead, vs. arrive at a place we did not want to be.
Here are 12 AI perspectives that I hope you find helpful as the AI journey continues. We don’t have the right harmonized beat in tune yet, but with you learning and growing, we will get there.
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A Partridge in a Pear Tree translates to Foundation Models Are Everywhere. Large foundation models are the base of nearly all AI innovation in 2025 – embedded across sales, finance, healthcare, and operations. AI is no longer a tool; it’s infrastructure. We are entering a new period of AI as a utility layer of superintelligence.
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Two Turtle Doves translates to Human–AI Partnership. The winning formula in 2025 is human judgment paired with AI intelligence. AI augments creativity, decision-making, and productivity, but doesn’t replace trust, ethics, or empathy. Humans have incredible emotional intelligence and creative skills, and we need to ensure we leverage the strengths of what humans are capable of and elevate beyond our current spheres of thinking.
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Three French Hens translates to Multimodal AI: AI now sees, hears, and understands context: text, voice, images & video. Examples include – sales calls, customer sentiment, and visual inspection are analyzed together, one system, but with many interconnecting signals.
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Four Calling Birds translates to Conversational AI Voice and Chat AI become first-class business interfaces. Examples include: AI sales assistants. AI customer service agents. AI meeting copilots. Conversation becomes the primary data source.
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Five Gold Rings translates to ROI-Driven AI. 2025 is the year AI must prove value. There is an abundance of research echoing that we are not getting the returns on our investments in AI.
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Six Geese a-Laying translates to Data Creation at Scale. AI systems now generate data, not just consume it. Many valid approaches are advancing rapidly, including synthetic data. simulated customer journeys, and scenario modeling. This accelerates learning while reducing privacy risk.
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Seven Swans A-Swimming translates to Autonomous Workflows AI agents operating across systems. What we are seeing as Agentic AI advances is intelligent agents working in harmony across diverse platforms: Customer Relationship Management Systems (CRM), Enterprise Resource Planning (ERP), Human Resource Management (HRM), etc. These “swans” are now learning how to move gracefully across platforms, executing tasks end-to-end.
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Eight Maids A-Milking translates to Productivity Extraction – AI systematically removes low-value work. Examples include: admin, reporting. data entry, scheduling. The result: more time for thinking, selling, and innovating.
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Nine Ladies Dancing translates to AI Creativity. Generative AI becomes a creative partner in Sales. Examples abound from sales messaging, campaign design, proposal writing, account planning, scenario storytelling, etc. Creativity becomes scalable.
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Ten Lords A-Leaping translates to Leadership Transformation. Executives shift from managing tasks to managing intelligence. We are seeing our customers now asking What is the AI telling us? What assumptions should we challenge? How can we augment the real-time coaching intelligence so it’s more precise to our human context for faster adoption? In other words, once the AI is on the right trajectory, it’s about improvements to make a valuable contribution to uplifting human productivity and well-being. This is the right dialogue to have.
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Eleven Pipers Piping translates to Regulation & Governance. Governments and enterprises align around AI governance frameworks. Areas include: privacy, explainability, data bias mitigation, accountability, auditability, and trust to become a competitive advantage.
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Twelve Drummers Drumming translates into Cultural Change. The loudest signal in 2025: AI changes how organizations think, decide, and collaborate. Culture – not technology- becomes the limiting factor.
Conclusion:
Organizations that harmonize technology, people, data, process, technology, and integrate responsible design and ethics will outperform those that chase shiny projects.
The evidence is pervasive, so there really is no excuse not to build business cases that have at least 25- 30% of the budget that is allocated to ensure change management and transformation enablements are anchored deeply and successfully.
With 80% failure rates of AI investments, executives cannot afford to keep wasting precious dollars.
This is one of the reasons why I think COOs, CFOs have to step up more and CHROs have to lead more on the change transformation inspection side. Clearly, many technology leaders – CIOs, CTOs are not rallying sufficiently around the change management requirements to support their hard-earned technology innovative thinking.
From my heart, wishing you all much joy and happiness, and safety, as increasingly we live in a world where there is so much hatred, as evidenced yesterday by the Bondi Beach massacre in Australia.
My biggest 2026 NY Wish is that we all work harder to stamp out hatred across our world. There is no place for cruelty, and maybe this is what we must teach AI to become more maternal and caring to protect humans.
This is an important vision and area of research that Dr. Geoffrey Hinton is advancing, and I could not agree more with this vision. His brilliance cannot be underestimated.
May we collectively forge a better world for our children’s future – we have a responsibility to better mankind and future generations.
#AgenticAI #CathyCobey #CRO #EY #GeoffreyHinton #TheAIPrecipice #ResponsibleAI #RogerLove #SalesChoice
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