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.
Filtering by
10 solutions
agnostic-plan-takeoff-to-rfp-agent
A general contractor's estimator spends 2-3 days manually measuring plans, counting fixtures, and typing up scopes for each trade. Mistakes in takeoff lead to under-bid jobs or angry subs. The process is tedious, error-prone, and scales poorly with project volume.Convert plan sets and spec docs into a bill of materials and RFP drafts in minutes, not days.
cohere-reliability-suite-for-xero-smb-accounting-ops
AI accounting agents that pull invoices, bank feeds, and payments from Xero break silently when rate‑limited or when the connection drops, forcing bookkeepers to restart sessions manually and risk double‑counting.Runbook automation, circuit‑breaking, and session continuity for AI agents accessing Xero financial data—keeping accounting workflows resilient when APIs fail or models falter.
databricks-mcp-server-for-smb-data-analytics
SMBs using Databricks for business intelligence struggle to let AI agents interact with their data safely—each customer needs isolated access, rate limits, and audit trails, which are complex to build from scratch.Expose Databricks SQL queries as secure, multi-tenant MCP tools for AI agents, with built-in auth, rate limiting, and observability.
aws-bedrock-mcp-server-for-github-small-business-devops
Small dev teams waste time navigating GitHub's UI to gather information across repos, losing context when switching between tasks and needing answers from past pull requests and issues.Give your developers an MCP server that lets AI agents query GitHub repositories, issues, and pull requests using natural language through AWS Bedrock.
agnostic-blog-content-pipeline
A 10-person SaaS company publishes two blog posts per week but relies on a freelance writer and manual SEO checks. The founder spends 3 hours per week copy-pasting drafts into a CMS and checking keyword density. They miss internal linking opportunities and often publish posts with suboptimal meta descriptions. They need a way to automate the editorial workflow and ensure every post meets basic SEO criteria before going live.From topic brief to published post with built-in SEO gates — no agency needed.
agnostic-social-content-calendar
A 5-person B2B startup launches a new feature every two weeks. The marketing lead spends 2 days per month manually writing social media posts for LinkedIn, Twitter, and Facebook. They often miss key features or post inconsistently. They need a system that ingests internal product release notes and automatically generates a 30-day social media calendar with platform-specific copy and scheduling.Automatically generate a month of social posts from product release notes.
mistral-ai-security-guardrails-for-square-payment-dispute-resolution
SMBs struggle to respond to payment disputes quickly, risking chargeback losses, but AI-driven responses must be safe and compliant.AI agent drafts responses to Square payment disputes while guardrails prevent unauthorized actions and redact PII, using Mistral and REAA’s guardrail chain.
perplexity-agent-eval-harness-for-smb-ai-quality-assurance
Small businesses deploying AI chat or email agents struggle to know when an update breaks quality—manual testing doesn't scale, and proprietary LLM judges are expensive to use at volume.Run continuous, automated evaluations of your customer‑facing AI agents using Perplexity as a neutral LLM judge, with version‑gated prompt promotions.
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.
aws-bedrock-ai-incident-runbook-for-devops-light-smbs
Small teams deploying AI agents (e.g., customer support bots, lead intake) face catastrophic outages like database deletions or cost spikes, but lack DevOps staff to craft and run reliable incident playbooks. Manual fixes waste hours and erode customer trust.Automated incident response and rollback for AI agents, so lean teams can sleep without production nightmares.