53% of organisations struggle to translate business context into AI systems, finds Alteryx study

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As organisations increase their investments in artificial intelligence (AI), translating business knowledge and operational requirements into AI systems is emerging as a challenge for enterprise adoption. A new global study by Alteryx found that 53% of organisations struggle to translate business context into AI systems and workflows, even as 80% expect their AI spending to increase over the next two years.

The findings are part of Alteryx’s 2026 IT Leader Research: The State of AI Ownership, Agents, and ROI, which surveyed 1,400 technology leaders globally. The study highlights a gap between investment in AI and organisations’ ability to integrate the technology into business processes and generate consistent outcomes.

While 69% of organisations reported moderate or significant returns on their AI investments, 77% of technology leaders said business context was essential for generating accurate and relevant AI outputs.

This suggests that access to data and advanced AI models alone may not...

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