Resources
Guides, articles, and practical strategies for procurement teams deploying AI — from the Molecule One team.
Guides & Playbooks
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 7-in-1 Plugin
Seven Claude Skills built for procurement teams: spend analysis, RFP generation, supplier scorecards, negotiation playbooks. 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.
Latest Articles
AI Prompt Engineering for Procurement: The Data [2026]
We tested prompt engineering across five procurement tasks on GPT-5.5 and Claude Opus 4.7. One model improved 2.5x more. Here is the data.
Sandeep Karangula
GPT-5.5 for Procurement: Real-World Workflow Review
OpenAI launched GPT-5.5, their smartest model yet. We tested it against Claude Opus 4.7 across 5 procurement use cases. Here's how the new challenger performed.
Sandeep Karangula
Co-Founder, Molecule One
GPT-5.5 vs Claude Opus 4.7: Which Wins at RFP Drafting?
We gave GPT-5.5 and Claude Opus 4.7 the same RFP brief. Claude scored 85.1 vs GPT's 66.9. Here's the dimension-by-dimension breakdown.
Deepak Chander
Co-Founder, Molecule One
6 Procurement AI Mistakes CPOs Keep Making in 2026
Six procurement AI mistakes CPOs keep making in 2026, and the practitioner fixes that actually work.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
12 AI Use Cases in Procurement (2026): Real Case Studies and What Works
12 real artificial intelligence (AI) use cases in procurement with case studies, deployment timelines, and ROI ranges. Contract review, spend analysis, RFP automation, supplier risk — what actually works in 2026.
Sandeep Karangula
Molecule One
Procurement AI Consulting vs. Software: Which Do You Need?
Should you hire an AI procurement consultant or buy software? A decision framework based on team maturity, budget, use case, and timeline. Honest comparison.
Sandeep Karangula
Molecule One
Claude Opus 4.7 for Procurement: Detailed Review
Claude Opus 4.7 tested across five procurement tasks, RFP scoring, contract redlining, spend analysis, category strategy, supplier QBRs. What changed vs 4.6.
Sandeep Karangula
Co-Founder, Molecule One
Procurement AI Maturity Rubric: Source-to-Pay Framework
Benchmark your procurement team's AI maturity across Source-to-Pay. Four levels from manual to AI-native, with clear investment priorities at each stage.
Molecule One Team
Procurement AI Practice
Agentic AI in Procurement: What 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
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.