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 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 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
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
AI for Procurement Benchmarking
AI can help with benchmarking context -- synthesising industry norms, structuring the analysis framework, and drafting the narrative around benchmarking outputs. What AI cannot provide is the primary benchmarking data itself. Here is how to use AI correctly in procurement benchmarking.
Sandeep Karangula
Co-Founder, MoleculeOne.ai
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 Indirect Spend Management
Indirect spend is where most organisations have the least visibility and the most maverick purchasing. AI does not fix the underlying compliance problem, but it makes the analysis, categorisation, and reporting work significantly faster. Here is where it has real leverage.
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 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
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.