## The Data Truth Dilemma
Every promise of artificial intelligence rests on a single assumption: that it knows what’s true. But in practice, truth has become slippery. Organizations are surrounded by data that doesn’t quite agree, from one dashboard to the next, from one sensor to another. When even humans can’t reconcile conflicting inputs, how can AI possibly make smart, autonomous decisions?
That’s the paradox at the heart of the agentic AI era. Systems designed to act on their own depend on clean, consistent signals … but the modern enterprise runs noisy. IBM’s Institute for Business Value reports that the average enterprise now juggles a whopping 83 security tools from 29 different vendors. That sprawl multiplies conflicting signals and competing ‘sources of truth’ inside the same environment.
Every tool in the stack reports a different story, each with its own logic and timestamp. It’s the “man with two clocks” problem at planetary scale: the more sources you have, the less certain you become of which one tells the right time.
And if AI can’t tell what’s true about your environment, it also can’t tell you what’s real. It can only amplify your confusion at machine speed.
People care deeply about truth. They want to trust that the details guiding their choices is real. According to a recent Prosper Insights & Analytics survey, 39.6% of respondents said their top concern about AI is hallucination. That anxiety reflects an instinct most people share: smart decisions depend on verified facts.
So where should that truth come from? When a dozen tools each report something different, what counts as reality? When every dashboard lights up at once, what matters most? The modern data stack has turned into a hall of mirrors where every reflection looks accurate only until you try to line them up. People wrestle with that confusion every day, and now AI systems must do the same.
The goal is simple to state yet arduous to achieve: giving intelligence something trustworthy to reason from,so its choices align with the world as it truly is.
## The Rise of Runtime as a Solution
where would you go for truth? To wherever reality is unfolding. That’s what runtime provides: a direct line to what’s actually happening inside your systems. Every action, connection, and change leaves evidence in motion. Runtime is where those signals live before the