Solutions
Production-grade solutions that turn our open-source packages into deployable AI systems for specific business problems. Pick one, follow the DIY tutorial to see how it's done, download the examples and deploy them on your own infrastructure — for free — or tell us which ones you want customized and deployed.
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6 solutions
vertex-ai-inventory-mcp-server-for-shopify-merchants
Shopify merchants want AI agents to answer inventory questions like “which products are low on stock” or “show me variants under $20”, but exposing raw Shopify Admin API keys to a shared agent risks data leakage and API abuse. They need a secure, multi‑tenant gateway that enforces per‑store permissions and prevents one client from overwhelming the API.Multi‑tenant MCP server that gives Vertex AI agents secure, rate‑limited access to real‑time Shopify inventory data, isolated per merchant store.
agnostic-return-reason-agent-2
A Shopify store owner receives dozens of return requests daily, each requiring manual review to determine if the item is defective, wrong size, or buyer's remorse. The owner must then decide whether to refund, replace, or offer store credit, consuming hours of time that could be spent on growth. This manual process is error-prone and inconsistent, leading to customer frustration and lost margin.Automatically classify return reasons and trigger refund/replace decisions without human review.
mistral-ai-document-pipeline-for-shopify-tax-document-extraction
E‑commerce merchants on Shopify manually re‑type tax details from PDF invoices and receipts into accounting software, leading to errors, delays, and compliance risks.Extract tax IDs, totals, and line items from Shopify PDF invoices and receipts, ready for QuickBooks or Xero.
agnostic-return-reason-agent
The operations manager at a $5M DTC brand spends 3+ hours daily manually reviewing return reasons and applying store policy to decide refunds, replacements, or RMAs. This delays processing and frustrates customers who expect instant resolution. The manual process also leads to inconsistent decisions, eroding trust and increasing chargebacks. Margin pressure means every minute of human support cuts into already thin profits.Automate refund/RMA decisions from return reasons in seconds, not hours.
anthropic-knowledge-agent-for-shopify-product-qa
SMB store owners field repetitive product questions from website visitors, but current chatbots are either generic or require heavy manual setup. The existing support burden grows with catalog size and seasonal traffic spikes.A conversational AI assistant that answers customer questions about products, inventory, and orders using live data from a Shopify store.
cohere-voice-agent-for-shopify-order-status-checks
Small e-commerce businesses struggle to handle high volumes of 'where is my order' inquiries that tie up support staff and delay response times.Enable customers to call and check order status via a natural voice conversation, integrated with Shopify for real-time updates.