There's no official "Shopify AI Expert" qualification, and the AI landscape shifts every few months. Work through these five steps before you request quotes from US-based experts.
Define your AI use case and success metric. Be specific — "AI product recommendations to lift average order value by 8%" or "AI chatbot to deflect 40% of pre-purchase support tickets." Vague briefs like "add AI to my store" produce quotes that don't compare.
Decide between a Shopify AI app, a custom build, or a hybrid. Off-the-shelf apps like Rebuy, Manifest AI, or Gorgias AI cover 70% of common use cases at $50-$500/month. Custom builds with OpenAI, Anthropic, or open-source LLMs make sense only when apps can't reach your specific outcome. A good US Shopify AI expert will tell you which one fits before quoting.
Check both AI and Shopify experience. Many AI engineers can't ship on Shopify. Many Shopify developers can't build AI features that actually work in production. You need both — verify past Shopify AI projects, not general ML resumes.
Review AI-specific case studies with real numbers. Look for measurable outcomes: conversion lift percentage, chatbot deflection rate, hours saved per week. If the case study is "we integrated OpenAI" with no metric, keep looking.
Compare quotes, escalation paths, and API cost handling. AI features consume OpenAI, Anthropic, or Google credits. Ask who pays for API usage, how cost scales with traffic, and what happens if a vendor deprecates a model mid-project.