NGNakshatra Guptainheizen.work·May 11 · 5 min readFrom Sourcing Tool to Sourcing Agent: What Bain's New Procurement Report Means for CPOsAutonomous, intelligent procurement is a class of supply chain AI in which agents continuously monitor demand, supplier signals, and market shifts, then execute sourcing, negotiation, and contracting 00
NGNakshatra Guptainheizen.work·May 8 · 7 min readWhy most AI forecasting programs stall — and what separates the ones that shipTalk to ten Chief Supply Chain Officers about AI forecasting in 2026 and you hear the same arc: a successful pilot, a published case study, a steering committee, and then — quiet. Twelve months later 00
NGNakshatra Guptainheizen.work·May 6 · 5 min readThe Sustainability Paradox in AI-Driven Supply ChainsFor the last eighteen months, "sustainable AI" has shown up in nearly every supply chain pitch deck circulating in the enterprise market. The argument is clean. AI ingests supplier data, models emissi00
NGNakshatra Guptainheizen.work·May 4 · 3 min readFrom Logistics Copilots to Autonomous Replenishment: What Loop's $95M Series C SignalsIn one paragraph Autonomous replenishment is a class of supply chain AI in which agents continuously monitor inventory, demand, and supplier signals, then execute reorder, reroute, and rebalancing dec00
NGNakshatra Guptainheizen.work·May 1 · 4 min readPredictive vs Agentic AI in Supply ChainAgentic supply chain management is a class of AI systems that reason across context, evaluate trade-offs, and execute decisions inside guardrails — without routing every action through a human planner00
