The Three Prerequisites for Practical AI in Life Sciences
Gartner estimates that over 40% of agentic AI projects will be cancelled by the end of 2027, due to escalating costs, unclear business value, or inadequate risk controls. Attendees at SapioCon 2026 felt the weight of that statistic. The conversation repeatedly returned to what organizations need in place before they can truly rely on AI.
As the industry moves from simple chatbots to autonomous agents that reason, plan, and act, the central question shifts. It is no longer about whether a system can return the right answer. It is whether the conditions exist to trust the answer it returns.
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