Resources
Guides, articles, and practical strategies for procurement teams deploying AI — from the Molecule One team.
Guides & Playbooks
The Claude Cowork Playbook for Procurement Teams
A complete implementation guide for procurement teams deploying Claude Cowork — covering setup, skill building, automation, team rollout, governance, and a 90-day plan.
How to Get Procurement Teams to Actually Adopt AI
A practitioner playbook for procurement AI adoption. Workshops, soft mandates, prompt libraries, leadership modelling, and the change management tactics that actually work.
Procurement AI Training Playbook for Teams
Four fundamentals procurement teams need to use AI for real work — prompting, model selection, workspace setup, and context engineering. Templates included.
Claude Cowork for Procurement Teams: A 60-Day Field Report
A hands-on field report: how Claude Cowork performs for procurement workflows, with honest coverage of features, pricing, and limitations after 60 days of daily use.
How to Build an AI Measurement Framework for Procurement
Build a procurement AI measurement strategy before you deploy. Learn baseline capture, governance, and tracking systems that protect ROI and prove value to leadership.
How to Report Procurement AI ROI to Leadership and Your Team
Turn your procurement AI data into reports that land with two different audiences. Translate KPIs into financial terms for leadership and operational insights for your team.
Scaling AI in Procurement: How to Move from Pilot to Infrastructure
Learn how to scale procurement AI beyond the pilot stage. Build a continuous improvement loop, use phased rollouts as learning systems, and move from use cases to infrastructure.
Latest Articles
AI Maturity Rubric for Procurement Teams | Source-to-Pay AI Framework
Benchmark your team's AI maturity across every step of the Source-to-Pay workflow. Molecule One's procurement AI rubric maps four maturity levels — from manual to AI-native — so CPOs and procurement leaders know exactly where to invest next.
Molecule One Team
Procurement AI Practice
Procurement ROI: The Formula Finance Will Actually Accept
The procurement ROI formula finance will accept — hard savings, cost avoidance, efficiency gains, and how to report each in a way that holds up.
Molecule One
Procurement AI Specialists
How to Choose a Procurement AI Consultant (Without Getting Burned)
How to choose a procurement AI consultant — the five questions to ask, red flags to look for, and what a credible engagement structure actually looks like.
Molecule One
Procurement AI Specialists
From Chatbots to Agents: What Agentic AI in Procurement Actually Changes
The shift from chatbots to AI agents is about initiative, not capability. Here's what autonomous procurement actually looks like right now.
Deepak Chander
Co-Founder, Molecule One
I make dashboards for dishwashers now
That sentence tells you more about how AI changed my work than any capability list.
Sandeep Karangula
Co-Founder, Molecule One
The Retrofit Trap: Why Legacy ERPs Fail at AI in Procurement
Legacy ERPs weren't built for AI. Why bolting AI onto old procurement systems fails and what native AI architecture looks like. A practitioner breakdown.
Deepak Chander
Procurement & Supply Chain
I Built My First Piece of Software Using AI in Under an Hour — And I Have No Idea How to Code
This article shares a non-developer's experience using Replit's AI-powered app builder to create a group expense splitting tool in under an hour without writing any code. It explores what went right, what went wrong, and what this shift means for professionals, especially those in procurement, who have ideas but lack technical skills.
Deepak Chander
Co-Founder, Moleculeone.ai
AI in Procurement 2026: Trends, Use Cases, and What to Do Next
73% of procurement teams are now piloting or scaling AI. Here's what's working in 2026 — the use cases, the adoption gaps, and the roadmap to get ahead.
Molecule One Team
Procurement AI Specialists
Claude Co-Work for procurement: from week-long queues to same-day contracts
AI just crossed the threshold from "assistant that helps you work" to "agent that works for you." For procurement teams waiting on legal queues, Claude Co-Work's Legal plugin changes everything—cutting contract cycles from weeks to days.
Team Molecule One
Procurement AI Specialists
Find Out Where AI Can Move the Needle
Our AI Readiness Assessment pinpoints the highest-ROI opportunities in your procurement function — in under 10 minutes.