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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19 solutions · page 1 of 2
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.
anthropic-multi-agent-handoff-for-clio-smb-legal-case-management
Small law firms receive client inquiries across email and web; manually logging them in Clio, drafting initial replies, and assigning the right attorney consumes hours of non‑billable time.A multi‑agent system that triages client messages, drafts initial legal responses, and updates Clio case records with automation.
vllm-multi-agent-handoff-for-e-commerce-support-routing
E-commerce support teams hosting cost-effective vLLM models find it hard to coordinate multiple specialist agents; misrouted questions cause customer frustration and agent loops.Route customer queries across product, order, and returns agents hosted on vLLM, with compressed context handoff so no conversation gets lost.
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.
vertex-ai-multi-agent-handoff-for-smb-field-service-dispatch
SMB field service dispatchers juggle multiple systems (booking, parts lookup, invoicing) and often lose context when transferring a customer. A single generic chatbot cannot handle domain-specific logic, leading to misrouted requests and missed up-sells.Route incoming field service requests to specialist AI agents for scheduling, inventory, and billing, with confidence-based human fallback and spend-aware model selection on Vertex AI.
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.
vllm-agent-mesh-for-e-commerce-order-management
Small online retailers manually handle repetitive customer queries about order status, shipping updates, and return policies. Delegating these tasks to a single LLM agent leads to context‑lost handoffs and inconsistent responses.A multi-agent system that handles order inquiries, shipment tracking, and returns for SMB e‑commerce stores, powered by a vLLM‑hosted model and orchestrated with REAA agent-mesh.
anthropic-multi-agent-handoff-for-freshdesk-smb-support-triage
Small support teams drown in Freshdesk tickets, missing SLAs because manual triage can't keep up with volume. Tickets bounce between assignee groups, context is lost, and customers wait.AI-driven triage that classifies and routes Freshdesk tickets to specialized agents, with confidence-based human fallback.
cohere-agent-mesh-for-insurance-quote-comparison
Independent insurance agents waste hours manually entering client data into each carrier’s portal, comparing coverages side‑by‑side, and often miss the optimal policy because the complexity hides the best deal.A multi‑agent system that automates insurance quote gathering from multiple carriers, compares coverages, and recommends the best policy—all orchestrated by a Cohere‑powered agent mesh.
vertex-ai-multi-agent-handoff-for-servicetitan-dispatch-automation
Home service companies on ServiceTitan rely on human dispatchers to juggle calls, schedule jobs, and update statuses; missed tasks and double bookings hurt customer satisfaction and revenue.An AI dispatch mesh that triages field service requests, schedules appointments, and assigns technicians in ServiceTitan via REST, reducing manual coordination.
perplexity-agent-mesh-for-smb-competitive-intelligence
Small businesses can't afford dedicated market research teams, yet they need timely competitive intelligence to stay ahead. Manual tracking of news, pricing, and product changes is overwhelming.Deploy a mesh of AI agents that continuously monitors competitors, tracks market shifts, and surfaces actionable insights for your business.
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.