How to Build an AI Workflow With the People Who Know the Work
A practical approach to designing, building and transferring an AI-enabled workflow with the employees who understand how the operation really works.
Read the guide →Relay resource library
Practical answers for building AI into real operations.
Clear guidance on choosing a workflow, capturing employee judgment, designing human review, building with your team and transferring ownership, plus detailed product-data examples.
Applied AI workflows
How to Capture Operational Judgment Before Automating a Workflow
Learn how to identify trusted sources, quality standards, exceptions and escalation rules before building an AI-enabled operational workflow.
Read the guide →How to Choose the First Workflow for an Applied-AI Pilot
A practical framework for selecting one bounded, valuable and learnable workflow for an applied-AI diagnostic or working pilot.
Read the guide →Where Human Review Belongs in an AI-Enabled Workflow
Learn how to place human review at meaningful decision points in an AI-enabled operational workflow without recreating all of the manual work.
Read the guide →What AI Workflow Ownership Transfer Should Include
A practical checklist for transferring an AI-enabled workflow to internal users, reviewers and system owners after implementation.
Read the guide →Product data operations
How a Vendor Product Data Workflow Works
A practical guide to turning supplier spreadsheets, PDFs, catalogs and cut sheets into validated, human-reviewed product records.
Read the guide →How to Normalize Supplier Product Data
Learn how distributors normalize supplier identifiers, specifications, units, terminology, variants and product relationships without losing source traceability.
Read the guide →Product Data Validation for Building-Products Distributors
A practical framework for validating technical product records with required fields, allowed values, cross-field rules, source checks and human exceptions.
Read the guide →Where a Product Data Workflow Fits Between ERP, PIM and Ecommerce
Understand the role of a validated workflow between supplier files and the ERP, PIM, ecommerce, sales and marketing systems a distributor already uses.
Read the guide →Where Human Review Belongs in AI-Assisted Product Data
Learn where human approval, source evidence and exception handling belong in an AI-assisted product data workflow for technical products.
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