---
id: "action-start-small-repeatable"
type: "action-item"
source_timestamps: ["§ The Right Use Cases"]
tags: ["implementation-strategy", "quick-wins"]
related: ["entity-walmart", "framework-autonomous-negotiation-maturity"]
action: "Deploy AI initially for simple, repeatable purchases like packaging or raw materials to optimize basic terms."
outcome: "Builds organizational capability and demonstrates quick wins in cost savings and speed before scaling."
sources: ["tail2"]
sourceVaultSlug: "hbr-seg-tail2"
originDay: 2
articleStem: "hbr-tail-129-ai-supplier-negotiations"
sourceUrl: "https://hbr.org/2025/07/how-ai-is-reshaping-supplier-negotiations"
sourceTitle: "How AI Is Reshaping Supplier Negotiations"
---
# Start AI Implementation with Simple, Repeatable Purchases

**Action:** Begin AI-negotiation adoption by targeting **simple, repeatable purchases** where products/services do not vary much between suppliers (e.g., **packaging, raw materials**). Let the AI focus purely on optimizing **price, delivery time, and reliability** before scaling to complex categories.

**Outcome:** Builds organizational capability and **demonstrates quick wins** in cost savings and speed before scaling. This is the on-ramp to the [[framework-autonomous-negotiation-maturity]] curve; [[entity-walmart-d2]] followed exactly this path (start in a few categories → expand for speed/agility → fully autonomous replenishment).

**Related:** [[entity-walmart-d2]] · [[framework-autonomous-negotiation-maturity]]