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 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 for Invoice Processing in Procurement
Invoice processing automation is a system and integration problem, not an AI training problem. What AI helps with is the exception handling, correspondence, and documentation work that sits around the invoice process -- the communications for mismatched invoices, the escalation drafts, the process documentation.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
AI for Procurement Market Intelligence
Procurement market intelligence is time-consuming to produce and often out of date by the time it reaches a decision. AI dramatically reduces the time your team spends synthesising publicly available information into a usable intelligence summary -- while the verification and judgment still sit with the procurement professional.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
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 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 Vendor Evaluation: Faster Shortlisting, Better Picks
Vendor evaluation is a comparison problem. AI compresses the time between receiving supplier responses and producing a structured, comparable evaluation that the team can review and build on -- without making the evaluation decision.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
Claude vs Gemini vs GPT-5 for Procurement: Which Model Fits Which Workflow [2026]
We tested Claude Opus 4.7, Gemini, and GPT-5.5 on the same procurement workflows. Where each flagship model wins, where each fails, and how we sequence them in production.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
![How to Get Procurement AI ROI Past Your CFO [2026]](/_next/image?url=https%3A%2F%2Fnhgpovwemwvlglyhblnu.supabase.co%2Fstorage%2Fv1%2Fobject%2Fpublic%2Farticle-images%2Fprocurement-roi-formula-guide-hero.png&w=3840&q=75)
How to Get Procurement AI ROI Past Your CFO [2026]
Procurement AI ROI calculations get killed in finance review. The 4 categories CFOs accept, the math that holds up, and the 3 numbers to track from day one.
Molecule One
Procurement AI Specialists
How to Choose a Procurement AI Consultant
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
AI for Supplier Onboarding: Cut Time Without Cutting Corners
Supplier onboarding is slow because it is document-intensive and multi-stakeholder by nature. AI reduces the time your team spends drafting, formatting, and chasing the documents that move a supplier from identified to approved -- without removing the human review that matters.
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.