Discussing AI and IP

Passage to Profit

Exploring AI’s Impact on Business

Tech Talks Daily

Exploring AI’s Impact on Marketing

SkyeLine
Studio

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Puzzle

Artificial Intelligence

Where AI and Humans Meet – A Tale of Collaboration

For me, collaboration works when I can anticipate the questions an acquirer will ask, not just from individuals who have something to sell but from the buyer’s organization as a whole.

How will this integrate with their culture, budgets, staffing, networks, facilities, processes, and applications? What are the points of commonality? Where are the points of disagreement? When I can anticipate those questions, when I know the issues before they’re voiced, that is when I know collaboration is working.

Artificial intelligence has changed this process in a critical way. A deep analysis that once consumed a month of effort recently took me seven hours. That kind of acceleration changes everything, not just for me but for anyone willing to collaborate with AI.

Of course, AI has its limitations. Everyone has heard the horror stories of hallucinations, sloppy outputs, even stray prompts left in. I would not turn it loose in an enterprise without significant guardrails. But when AI is treated as a true collaborator, with tight control and continuous oversight, it becomes extraordinary.

The key is not to hand over the work wholesale but to collaborate in pieces. Read every sentence as it comes back. Guide the conversation. Push deeper. That is where experience matters: knowing when you have reached a real stopping point and when there is a 100 feet left to go.

One of the enduring surprises of my career came from focus groups and surveys. The results often revealed insights I never anticipated. AI can do the same. It will push back, challenge my logic, and force me to go further. I have set my GPT to always let me know if there is more relevant information to consider.

That is what makes AI a true collaborator. It helps me find the middle ground, the common ground, faster and with greater confidence. And in the end, that is what matters most in fundraising and M&A: bringing people together around a story they can all believe in.