Resources
Guides, articles, and practical strategies for procurement teams deploying AI, from the Molecule One team.
Guides & Playbooks
Every Claude Skill for Procurement Teams (A Live Inventory)
The Claude skills we actually run in procurement workflows, organised by function, with honest notes on what each does and where it falls short. Updated as the library grows.
The Boring AI Playbook for Procurement - Claude for Procurement
Four copy-paste Claude prompts for tail spend analysis, RFP drafting, and negotiation prep — built by procurement practitioners. Run your first play this week.
The Codex Playbook for Procurement Teams
A practical guide for procurement teams using OpenAI Codex: setup, skills, automations, credit budgeting, and a 30/60/90 rollout plan.
Claude for RFP: Running a Full Cycle in a Day
How we use Claude to run end-to-end RFPs in a day, the context structure, Claude Skills, scoring scaffold, and executive memo workflow.
How to Implement AI in Procurement: Step-by-Step Guide
A vendor-neutral roadmap for implementing AI in procurement: the 5-phase plan, how to pick the first use case, and the mistakes that derail deployment.
Procurement AI ROI: The Complete 2026 Guide for CPOs
How to calculate, project, and prove procurement AI ROI in a way that survives CFO scrutiny. The four categories, the formula, and timelines by use case.
Claude Skills for Procurement Teams: Free 9-Skill Plugin
Nine Claude Skills built for procurement teams: spend analysis, RFP generation, supplier scorecards, negotiation, contract review, supplier risk and ESG. Free plugin, work email only.
The Claude Cowork Playbook for Procurement Teams
A complete guide for procurement teams deploying Claude Cowork: setup, skill building, automation, team rollout, and a 90-day adoption plan.
How to Get Procurement Teams to Actually Adopt AI
The change management tactics that drive procurement AI adoption: workshops, prompt libraries, soft mandates, and leadership modelling.
AI for Procurement Teams: A Practical 2026 Training Playbook
The training playbook to take procurement teams from AI-curious to AI-fluent in 90 days, workshops, prompt libraries, leadership cadence, and adoption metrics.
Claude Cowork for Procurement Teams: A 60-Day Field Report
A 60-day field report on Claude Cowork for procurement: 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: baseline capture, governance, and tracking systems that prove value to leadership.
How to Report Procurement AI ROI to Leadership and Your Team
How to translate procurement AI KPIs into financial terms for leadership and operational metrics for your team.
Scaling Procurement AI: From Pilot to Infrastructure
How to scale procurement AI beyond the pilot: build a continuous improvement loop, use phased rollouts as learning systems, and move to infrastructure.
Procurement AI
Why Procurement Needs AI Agents, and Which Work to Give Them First
Most procurement teams haven't started with AI agents. What agents do that P2P tools can't, which tasks to give them first, and why agent projects fail.
Deepak Chander
Co-Founder, MoleculeOne.ai
Everything Claude Released in September 2026: What Matters for Procurement Teams
Claude’s September 2026 updates bring Chat and Cowork together, plus Docs, Slides, Salesforce, Slack, smart reports and Marketplace. Here is what procurement teams should test.
Sandeep Karangula
Co-Founder, Molecule One
Microsoft Copilot for Procurement: A Practitioner Review
We tested Microsoft 365 Copilot on procurement work, including supplier bid analysis in Excel. See where it helps, its limits and how to pilot it.
Sandeep Karangula
Co-Founder, Molecule One
AI for Procurement Negotiation: Tactics That Work
AI does not negotiate. But it compresses the preparation time that determines how well a procurement professional negotiates. This guide covers where AI adds real leverage in negotiation prep, where it does not, and how to build a structured workflow your team can repeat.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
AI for ESG and Sustainability Procurement Reporting
ESG procurement reporting has a data collection problem. Supplier sustainability questionnaires, scope 3 narratives, and regulatory disclosure preparation all pull time from teams that already have too little of it. This guide covers where AI helps, where it does not, and what an honest workflow looks like in practice.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
AI for Demand Forecasting in Procurement
AI does not replace a demand planning system. What it helps procurement teams with is the narrative and communication work around demand signals: interpreting forecast outputs, drafting supply risk commentary, and preparing the procurement position for S&OP meetings.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
AI for Procure-to-Pay (P2P) Automation
AI is not an ERP replacement. What AI helps with is the human work that surrounds the P2P system: supplier communications, exception handling, process documentation, onboarding correspondence, and internal reporting. That work is often more time-consuming than the system work -- and it is where AI has the clearest leverage.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
AI for Contract Lifecycle Management in Procurement
Contract lifecycle management is document-intensive from start to finish. AI does not manage the lifecycle. What it does is reduce the manual reading and drafting work at each stage, so contracts professionals spend more time on decisions that require judgment and less time on the document work that precedes those decisions.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
AI for Procurement Analytics: From Dashboards to Decisions
Most procurement teams have dashboards they trust and reports they write. AI compresses the narrative layer: turning structured data outputs into written commentary, flagging anomalies worth investigating, and drafting the supplier performance sections of a management report.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
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.