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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6 solutions
agnostic-return-reason-agent-2
A Shopify store owner receives dozens of return requests daily, each requiring manual review to determine if the item is defective, wrong size, or buyer's remorse. The owner must then decide whether to refund, replace, or offer store credit, consuming hours of time that could be spent on growth. This manual process is error-prone and inconsistent, leading to customer frustration and lost margin.Automatically classify return reasons and trigger refund/replace decisions without human review.
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.
agnostic-resume-rubric-scorer
A solo recruiter at a 5-person agency spends 10+ hours per role manually scoring resumes against client rubrics. With 50-200 resumes per role and 40 active roles, this becomes unsustainable. The recruiter needs a consistent, auditable scoring system to surface top candidates quickly without hiring more staff.Score 200 resumes per role against custom rubrics in minutes, not hours.
agnostic-listing-copy-multiplier
A solo broker or small-team agent spends 45+ minutes rewriting the same listing description for MLS, Zillow, social media, and a printed brochure. Each platform has different character limits, tone preferences, and keyword requirements. This repetitive copy work eats into prospecting and showing time, and often results in inconsistent branding across channels.Generate 4 platform-optimized listing variants from one draft in under 2 minutes.
agnostic-secret-rotation-sidecar
A 8-person dev tools startup uses multiple LLM providers (OpenAI, Anthropic) and stores API keys in environment variables. Their security policy requires key rotation every 90 days, but manual rotation causes outages when keys are changed without updating all services. They need an automated rotation system that updates keys across all agents and services without downtime, with audit logging for compliance.Rotate LLM provider secrets automatically without breaking running agents, for compliance and security.
mistral-ai-invoice-extraction-for-smb-accounting
SMB accountants spend hours manually entering invoice data into accounting software. Errors and delays cost money.Automatically extract vendor, amount, and line items from invoices using Mistral Large, with cost-aware processing.