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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9 solutions
vllm-voice-agent-for-after-hours-small-business-support
Small service businesses miss after-hours calls, losing customers because they can't afford a 24/7 receptionist. Existing AI voice solutions require expensive cloud LLM APIs and send sensitive call data off-site.A self-hosted voice agent that answers after-hours calls using your own vLLM inference, with customizable workflows for appointment booking and FAQs.
azure-ai-voice-agent-for-xero-small-business-financial-queries
Small business owners need immediate financial answers while on the go but can't log into Xero; calling an AI that reads their data aloud saves time and reduces errors.Call a number and ask about your Xero finances — get spoken P&L, invoices, and cash flow in natural language.
xai-grok-agent-mesh-for-small-business-customer-support
Small business support teams are overwhelmed by repetitive Tier‑1 questions across email and chat, leading to slow response times and high agent turnover. Simple keyword filters can’t handle ambiguous requests like “I have a problem with my bill and my service is down.”A mesh of AI agents handles billing, tech support, and account inquiries — routing each customer message to the right specialist using the Grok model.
databricks-agent-mesh-for-small-business-workflow-automation
Small businesses use multiple disconnected AI agents for different tasks—order tracking, support, and data analysis—but lack a unified orchestration layer to route requests and share context, leading to inconsistent experiences and manual handoffs.A multi-agent routing mesh powered by Databricks models that coordinates specialized agents for order processing, customer service, and analytics for small businesses.
openai-voice-agent-for-aircall-small-business-support
Small businesses miss after-hours calls and struggle to handle peak-time call volumes, leading to lost revenue and customer frustration.An AI-powered voice receptionist that answers calls on Aircall numbers, handles common inquiries, and escalates to human agents when needed, reducing hold times for SMBs.
xai-grok-code-sandbox-for-small-business-financial-modeling
SMB owners often lack the technical skills to build complex financial models in spreadsheets or Python, and sharing sensitive data with unvetted code execution environments is risky.An AI sandbox that lets SMB owners safely run AI-generated financial models and analyses with controlled execution and cost visibility.
anthropic-code-sandbox-for-smb-data-analysis
Small businesses collect sales, inventory, and customer data but can't afford a data analyst. They need a way to ask business questions in plain language and receive trustworthy, actionable answers without risking runaway cloud costs or data breaches.Turn plain-English questions into safe, budget-controlled data analyses in a secure sandbox.
aws-bedrock-mcp-server-for-small-business-devops-runbooks
Small businesses can't afford 24/7 DevOps expertise. Their AI assistants have no secure, structured way to diagnose incidents, trigger rollbacks, or query service health — every minor outage becomes a panic call to an expensive contractor.An MCP server that exposes AWS Bedrock‑powered runbook automation to any AI assistant, giving SMBs self‑healing infrastructure without a dedicated DevOps team.
multi-agent-observability-for-small-business-support
SMBs adopt several AI agents (support bot, lead qualifier, appointment setter) but have no real visibility into their behavior, leading to silent failures, cost overruns, and distrust in the automation.Get a unified dashboard of every AI agent your business runs, tracking latency, cost, and failure patterns so you never lose a customer conversation.