AI Product Images: Keep the Product Accurate
Plan an AI product-image workflow that preserves the item being sold, controls creative changes and gives reviewers a clear basis for approving assets.
AI for Business 4 min read
Blog
Notes from building and operating AI systems, commerce platforms and the measurement around them.
AI Coding Agents Need a Verifiable Deployment Boundary
Connect the code reviewed, the code tested, and the artifact deployed so an AI-assisted workflow cannot confuse completed work with a safe release.
Agentic Systems 3 min read
AI Document Processing for Order Entry: Where to Start
Plan AI document processing for order entry by defining the required fields, review rules, destination mapping and a realistic first pilot.
AI Automation Consulting 3 min read
AI Lead Qualification: Build a Better Sales Handoff
Use AI lead qualification to turn incoming enquiries into useful sales briefs, with clear criteria, visible unknowns and an accountable handoff.
AI Automation Consulting 3 min read
Velgrina Mobile: What I Check Before Releasing a Commerce App
A release-preparation note from Velgrina’s Expo and React Native app, focusing on commerce journeys, server truth and recovery.
Product Engineering 3 min read
AI Marketing Analytics: Turn Campaign Data into Decisions
Build useful AI marketing analytics with agreed metrics, reproducible calculations and a clear distinction between observed changes and suggested explanations.
AI for Business 3 min read
Build Research Agents That Preserve Their Evidence
A research agent should preserve where each claim came from, when it was observed and what remains uncertain as findings become summaries.
Agentic Systems 3 min read
AI CRM Integration Without Replacing Your Existing CRM
Plan AI CRM integration around one workflow, clear field ownership and a controlled rollout that fits the system your team already uses.
AI Automation Consulting 3 min read
AI Product Descriptions: Build a Reliable Catalogue Workflow
Use AI product descriptions in a controlled catalogue workflow, with trusted attributes, meaningful differentiation, review and a clear publishing path.
AI for Business 4 min read
LLM Evals Should Exercise the Path You Actually Ship
Evaluate routing, retrieval, fallback, validation, and handoff together, then use diagnostic checks to explain where failures originate.
AI Engineering 3 min read
Delegate to Multiple Agents Only When the Boundary Is Clear
Useful multi-agent work starts with independent tasks, bounded authority and an explicit merge decision, rather than adding more roles to the same problem.
Agentic Systems 3 min read
AI Customer Support Implementation: A Business Checklist
Prepare an AI customer support rollout with clear answer ownership, current source material, escalation procedures and a practical team adoption plan.
AI Automation Consulting 3 min read