100 Ecommerce AI Prompts Pro
Pro is the complete library: every classifier, extractor, multi-intent handler and advanced workflow prompt, with the tooling to run and test them.
Four categories
- Core intent classification (30). One controlled label per message, with confidence, evidence phrases, sentiment and an escalation flag.
- Entity extraction (25). Order numbers, tracking, products, variants, SKUs, prices, discount codes, dates, addresses, payment methods, subscriptions, gift cards, device details, sentiment, preferences, and a PII detector that redacts rather than repeats.
- Multi-intent and ambiguity (25). Messages with more than one request, pronoun resolution, short and noisy messages, intent shifts, reopened issues, urgency, churn risk, language detection, duplicate tickets, channel-aware routing.
- Advanced workflows (20). Handoff briefs, policy eligibility checks, refund-abuse and fraud signal screening, chargeback triage, account-security and safety routing, brand-tone replies from verified facts, grounding and policy checks, PII redaction, synthetic and adversarial test data, regression evaluation, KPI summaries.
What you receive
- 100 XML-structured prompt templates as Markdown and JSON
- JSON Schemas and schema-valid example outputs for every prompt
- Ecommerce intent taxonomy (14 domains)
- 100-message fictional test dataset with expected labels
- Working Python and TypeScript examples using the Anthropic SDK with structured outputs
- Five implementation guides: Claude usage, Shopify Flow and webhook architecture, helpdesk integration, evaluation, data handling
- Commercial licence covering your own business and client projects you build
Built for
Shopify developers, agencies implementing AI automation, DTC support managers, SaaS builders and technical founders who need automation that is safe by default.
Important
This product provides prompt templates and implementation assets. You remain responsible for testing, policy configuration, privacy compliance, security review, and human oversight before using automation with live customers. No level of accuracy, automation rate or compliance outcome is guaranteed.