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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135 solutions · page 1 of 12
azure-ai-email-guardrails-for-smb-microsoft-365-protection
Small businesses that use Azure Open AI to draft or summarise Microsoft 365 emails risk sending personally identifiable information to the model or having a prompt injection turn an auto‑reply into a security incident. The business owner lacks the tooling to intercept every prompt and response without slowing down email workflows.A guardrail service that sits between Azure Open AI and Microsoft 365 email, redacting PII, blocking prompt injections, and repairing malformed LLM outputs before they reach a user’s inbox.
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.
vertex-ai-knowledge-agent-for-bigquery-smb-data-queries
Small businesses store critical data in BigQuery but non-technical staff can't write SQL; they wait days for reports or make decisions with stale information.Index business data from BigQuery into a vector knowledge base and let users ask natural language questions, with budget-aware caching and step-by-step answer generation.
agnostic-reservation-cancellation-predictor
The restaurant manager or host at a small hospitality group dreads the nightly rush of last-minute cancellations and no-shows. They manually call through a waitlist, often too late to fill the table. This reactive process loses revenue every shift, especially during peak hours. With no tech budget for expensive reservation systems, they rely on spreadsheets and gut feel. The manager needs a predictive system that automatically backfills cancellations by contacting waitlisted guests via SMS or voice, maximizing table turns without extra labor.Fill no-shows automatically with AI-driven waitlist activation.
vertex-ai-agent-mesh-for-smb-multi-channel-marketing
Small marketing teams spend days bouncing between copy drafting, compliance checks, and channel posting. Without orchestration, brand voice slips and publishing deadlines get missed because no one agent owns the full workflow.Coordinate a mesh of AI agents that draft, review, and publish marketing content across channels — gated by automated confidence scores.
aws-bedrock-contract-clause-extraction-for-smb-legal
Small law firms and contract-heavy SMBs manually review every agreement to find renewal dates, liability caps, and termination clauses. Missing a deadline or misreading a clause leads to unbilled work and client disputes.Automatically extract key clauses, dates, and parties from contracts using AWS Textract and Bedrock, with structured output and cost tracking.
agnostic-recruiter-interview-coordinator-agent
A recruiting coordinator at a 10-person firm juggles 40+ interview requests per week, each requiring alignment of candidate availability with 3-5 panelists. Manual email ping-pong causes delays, double-bookings, and lost candidates. The firm can't afford a full scheduling tool. The coordinator needs an agent that handles the entire negotiation and sends calendar invites.Auto-schedule panel interviews across candidate and 5 panelists, no back-and-forth.
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.
vertex-ai-contract-pay-app-extraction-for-smb-construction
SMB construction project managers spend hours manually entering payment application data from PDFs into accounting software, leading to errors, delayed payments, and cash flow issues.Extract line items, retainage, and change orders from contractor payment applications using Vertex AI and automated repair.
google-gemini-knowledge-agent-for-surveymonkey-smb-insights
SMBs collect thousands of survey responses across SurveyMonkey but spend hours manually filtering and summarizing them to extract actionable insights—most answers lie buried in open‑ended comments that no one has time to read.Turn raw survey responses into an always‑available Q&A assistant that lets SMB owners ask natural‑language questions about customer feedback, powered by Google Gemini and vector search.
anthropic-security-guardrails-for-microsoft-teams-smb-communication
SMBs adding AI assistants to Microsoft Teams face immediate risks: a malicious prompt injection could exfiltrate customer data, unredacted PII could violate GDPR, and toxic replies could harm brand trust—all because there’s no safety net between the Teams chat and the LLM.Real‑time PII redaction, prompt‑injection defense, and toxic‑content blocking for AI chat agents embedded in Microsoft Teams, keeping SMB conversations safe and compliant.
agnostic-no-show-chase-agent
The studio manager spends 30 minutes every morning texting clients who no-showed or late-canceled yesterday. They have to manually check the booking system, compose a message, and decide whether to charge a fee or offer a makeup class. This inconsistent enforcement frustrates regulars and fails to recoup lost revenue. Without automation, the studio bleeds class capacity and staff morale drops.Automate late-cancel and no-show follow-ups with personalized reschedule offers and penalty enforcement.