AI Readiness Assessment: Is Your Business Ready?
Assess AI readiness through process ownership, usable data, integration access, baseline measures and operational capacity before starting a build.
AI Automation Consulting 3 min read
Blog
Notes from building and operating AI systems, commerce platforms and the measurement around them.
AI Automation Costs: What a Project Quote Should Include
Understand what drives AI automation costs and how to compare project quotes across discovery, integration, validation and ongoing operation.
AI Automation Consulting 4 min read
LLM Budgets Must Survive Concurrent Requests
Turn a usage dashboard into an enforceable spending policy with atomic reservations, bounded calls, reconciliation, and tenant-aware accounting.
AI Engineering 3 min read
AI Chatbot for Your Website: What Should It Actually Do?
Choose the right job for a website AI chatbot: answer questions, guide a choice, collect a useful enquiry or complete a carefully scoped action.
AI for Business 4 min read
Treat Retrieved Instructions as Untrusted Data
Keep instructions found in documents, websites and tool results from becoming authority over an agent’s task, tools or destination choices.
Agentic Systems 3 min read
ConvergePilot: Turning an AI Audit into a Usable SaaS Product
What building ConvergePilot taught me about AI audit scope, subscription access, model selection and useful recommendations.
AI Engineering 3 min read
Multi-Provider LLM Routing Is a Policy Problem
A useful model router combines capabilities, permissions, region requirements, budgets, and failure behavior behind an explicit contract.
AI Engineering 3 min read
AI Agents for Business: Seven Workflows Worth Automating
Explore seven practical workflows for business AI agents, the inputs each one needs, and the business outcome worth measuring before you invest.
AI for Business 4 min read
How to Choose an AI Automation Consultant
Choosing an AI automation consultant? Compare discovery, integration work, acceptance criteria and ownership before committing to a project.
AI Automation Consulting 4 min read
Agent Memory Needs Expiry, Provenance and Scope
Treat agent memory as scoped evidence with a source and lifetime, so remembered preferences do not silently become current facts or permissions.
Agentic Systems 3 min read
Multilingual Support Needs More Than Translating the Answer
Keep language, market, currency, and policy scope separate so a multilingual assistant retrieves and communicates the right information.
AI Engineering 3 min read