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.
Practitioner Guide
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
3 Procurement AI Deployments: What Actually Happened [2026]
Three real procurement AI case studies: contract review, spend classification, and supplier risk. What worked, what broke, and lessons learned.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
8 Claude Capabilities Reshaping Procurement in 2026
Eight Claude capabilities reshaping procurement in 2026, plus the first workflow to run on each. A practitioner guide for CPOs moving past the pilot stage.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
Procurement AI Governance Framework: 2026 Guide
A practitioner guide: the five roles, six policies, and approval gates that let procurement scale AI without losing trust from finance, legal, or IT.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
AI for Sourcing Teams: What Works and What Does Not [2026]
An honest practitioner breakdown of where AI helps sourcing teams in 2026 and where it still fails. Workflow-by-workflow, with the wins and the losses.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
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
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.