New platform helps executives translate AI aspirations into tangible business outcomes while fostering a clearer understanding of where AI succeeds, where it falls short, and how it ought to be applied.
The more difficult and worthwhile discussion revolves around what AI can truly accomplish within a given business context, what it cannot do reliably, and whether it addresses the problem organizations set out to solve.”— Ram Konduru, founder of The Underlying Intent.MARLBOROUGH, MA, UNITED STATES, July 21, 2026 /EINPresswire.com/ — The Underlying Intent (TUI) officially launched today as an operator-driven platform designed to fill a significant void in the AI dialogue: while the majority of the market fixates on what AI promises, considerably less attention is paid to what it can dependably achieve within actual organizations. TUI aims to inject that operational reality into the discussion.
The platform enables leaders to look past AI activity, experimentation, and adoption narratives to pose a more crucial question: Is AI generating the business impact the organization originally intended?
"The majority of discussions begin with AI's potential. I believe the market has responded the way it has because people lack a fundamental understanding of what the technology truly is," stated Ram Konduru, founder of The Underlying Intent.
TUI refers to the gap between ambition and actual results as the Intent Gap. This gap emerges when organizations start with a technology's promise but neglect to precisely define the business intent, operational conditions, limitations, and measurable outcome behind its deployment. Teams might successfully implement AI, automate a process, or run a pilot while still failing to produce meaningful business value. TUI is designed to assist leaders in identifying that gap before they expand the wrong solution.
The platform originates from Konduru's own setbacks with the technology. "I made mistakes with this, and it was costly," said Konduru. "When I looked around, I saw many leaders in a similar situation. I'm launching TUI to have an open discussion about that, collaborate, and navigate the uncertainty together."
From TUI's perspective, understanding where AI fails is what makes it valuable, because those limitations reveal which problems it should be directed toward.
"People think a model looks something up and reports the answer," said Konduru. "It doesn't retrieve a response. It predicts what a response would sound like. Once a leader truly grasps that, they stop being caught off guard by confident errors and start designing around them."
TUI operates on two core pillars. The first involves working with senior leaders managing AI-driven changes within their organizations, helping them convert that into business impact and spot where a gap is forming in time to fix it. The second is public-facing: educating a wider audience on what AI can and cannot do, enabling people to distinguish use cases where it is appropriate from those where it is not.
This work takes three forms. Working sessions tackle a real problem a leader is facing and leave the team with actionable takeaways they can implement immediately. Executive Roundtables, scheduled to begin in September 2026, bring peers together under Chatham House rules to ensure candid dialogue. A podcast and guest sessions apply the same perspective to public examples, leaving the question of intent open for the audience rather than providing a definitive answer.
Konduru continues to serve as CEO of several businesses and platforms and describes himself as an AI Impact Translator, bridging the gap between those setting strategy and the systems intended to execute on it. He states that his perspective comes from hands-on work, not observation, and that TUI is meant to be developed alongside other operators rather than handed down to them.
The Underlying Intent is currently booking working sessions and speaking engagements, with founding partnerships for its Executive Roundtables open ahead of the September launch.
About The Underlying Intent
The Underlying Intent (TUI) is an operator-led platform founded by Ram Konduru with the mission of bringing operational reality into the AI conversation. It uses its Intent Gap framework to examine the distance between what organizations expect from AI and what they actually achieve.
Learn more at The Underlying Intent Official Website.
Ram Konduru
The Underlying Intent
+1 309-518-4694
ram@theunderlyingintent.com
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