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Answer, Research, Take Action (ART): The Reliability Pyramid for AI-driven Transformation

Tanmai Gopal

Tanmai Gopal

CEO, PromptQL

AI holds immense potential, yet many enterprises find it difficult to move beyond basic applications due to significant reliability challenges. Complex and siloed data, combined with continuously evolving domain knowledge, create barriers to deeper strategic impact. Business leaders need AI solutions they can trust—solutions capable of turning fragmented, dynamic information into actionable insights.

Tanmai Gopal, CEO of PromptQL, hit the main stage at IMAGINE AI 2025 to explain the ART framework—Answer, Research, Take Action— which offers a clear path for enterprises to progressively build confidence in AI-driven decisions, starting from reliable answers, moving through thorough, hypothesis-driven research, and culminating in decisive, autonomous actions. This session explores how business leaders can leverage ART to confidently unlock the transformative power of AI.

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