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Sources · Chapter 6 — AI and Managing B2B Relationships

Implementation Benefits and Challenges

Section: Implementation benefits and challenges

The following sources inform the “Implementation benefits and challenges” section of Chapter 6. They are split into two groups — quantitative benefits of AI-driven procurement, and the governance, data-quality, and human-oversight challenges organizations face when deploying AI in supplier relationships.

Benefits

  1. How AI is Reshaping Supplier Performance and Risk Management (GPSI International)
  2. Show Me the Money: Hard-Hitting ROI from AI-Driven Procurement (Raindrop)
  3. AI Supplier Management Revolution in 2026 (Kodiak Hub)

Challenges

  1. State of AI in Procurement in 2026 (Art of Procurement)
  2. AI in Procurement: Key Challenges for Modern Leaders (LinkedIn / Duja Consulting)
  3. Procurement AI Governance & Human-in-the-Loop Workflows (JAGGAER)
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Links to all sources checked, with links working as of April 2026.