Alteryx survey shows 53% of organizations struggle to embed business context into AI workflows

• Alteryx research found 53% of organizations struggle to translate business context into AI systems despite rising AI investment.
• Survey of 1,400 IT leaders showed 80% expect AI spending to increase over the next two years.
• 69% reported moderate or significant ROI from current AI investments.
• 77% said business context is critical to accurate AI outputs, highlighting a gap between adoption and operational readiness.
• Only 18% reported fully self-service access to cloud data for business users, a constraint on scaling enterprise AI.

Disclaimer: This news brief was created by Public Technologies (PUBT) using generative artificial intelligence. While PUBT strives to provide accurate and timely information, this AI-generated content is for informational purposes only and should not be interpreted as financial, investment, or legal advice. Alteryx Inc. published the original content used to generate this news brief on August 13, 2026, and is solely responsible for the information contained therein.