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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7 solutions
databricks-agent-mesh-for-stripe-dispute-response-automation
Small e-commerce businesses lose thousands in chargeback disputes due to slow, manual evidence gathering and missed deadlines, leading to lost revenue and increased fees.Automate chargeback evidence collection, rebuttal generation, and human review routing for SMB e-commerce merchants.
agnostic-per-tenant-llm-cost-chargeback-2
As a product manager at a vertical SaaS company, you need to offer AI features to your SMB customers but each customer may use different LLM providers based on their plan. You lack per-tenant cost tracking, making it impossible to charge back usage accurately. This leads to margin erosion and prevents you from scaling AI features profitably. You need a solution that captures LLM costs per tenant and integrates with your existing billing system.Track and bill each SMB customer for their AI usage with granular cost attribution.
mistral-ai-spend-governance-for-stripe-smb-subscription-billing
An SMB using Stripe for subscription payments runs multiple AI agents that process invoices, analyze churn, and generate support replies. Without cost controls, a single runaway agent can drain the monthly API budget, causing unpredictable Stripe invoices from their LLM provider.Enforce per-customer LLM spend caps for Stripe billing workflows, automatically downgrading models when budgets are exceeded.
openai-multi-agent-handoff-for-e-commerce-order-handling
Small e-commerce teams are overwhelmed by repetitive order support requests and risk double-refunding customers when multiple agents manually process the same issue.Handle order status, modifications, and cancellations via a Mastra-orchestrated multi-agent system with OpenAI, preventing duplicate refunds and runaway costs.
aws-bedrock-security-guardrails-for-stripe-payment-agents
Small e-commerce businesses adopt AI agents to handle payments and fulfillment, but a hallucinated or misrouted Stripe call can issue refunds, alter subscriptions, or expose cardholder data — and they lack the tooling to audit and block those actions in real time.A guardrail layer that inspects and secures every Stripe API call initiated by AI agents, stopping unauthorized charges and PII leaks.
google-gemini-mcp-server-for-smb-business-intelligence
Small business teams waste hours switching between apps to find sales metrics, invoices, and calendar events. They need a single natural language interface that understands their data across tools without building complex integrations.A turnkey MCP server that lets SMB teams use natural language to query their business data from HubSpot, Stripe, and Google Workspace via a secure Gemini-powered interface.
mistral-ai-invoice-reconciliation-for-stripe
Accountants manually match dozens of emailed PDF invoices to Stripe payment records, leading to errors and hours of tedious verification.Automatically extracts structured data from PDF invoices and reconciles them against Stripe transactions, flagging discrepancies for your finance team.