How enterprises build trust in AI systems at scale

How enterprises build trust in AI systems at scale

How enterprises build trust in AI systems at scale

https://www.cio.com/article/4147844/how-enterprises-build-trust-in-ai-systems-at-scale.html

Publish Date: 2026-03-19 17:11:00

Source Domain: www.cio.com

  • AI Agent Sprawl Problem: Many companies deploy AI agents across various departments but encounter challenges in scaling them due to siloed operations and lack of trust.

  • Reasons for Hesitation: Organizations hesitate to let AI agents operate beyond specific use cases due to concerns about hallucinations, bias, and inaccurate responses, leading to fragmented AI operations.

  • Impact of Fragmentation: When AI agents cannot collaborate across systems, it leads to stalled workflows requiring human intervention to gather incomplete or inaccurate data.

  • Creating Trust in AI Systems: To solve AI agent sprawl, organizations need to build strong data foundations, governance for AI agents, and orchestration to ensure reliable and coordinated operations across the enterprise.

  • Gartner’s Solution: IBM provides solutions to address these issues, focusing on connecting, governing, and orchestrating AI agents to transform them into key productivity engines for the enterprise.