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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33 solutions · page 1 of 3
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.
cohere-knowledge-agent-for-postgresql-backed-financial-analytics
SMB finance teams waste hours querying SQL databases manually for transaction details, cash flow patterns, and expense trends. Existing BI tools require technical expertise, leaving non-technical staff reliant on ad-hoc data pulls.A conversational knowledge agent that answers financial questions by querying a PostgreSQL-backed knowledge base with semantic caching.
agnostic-buyer-rep-compliance-agent
As a broker-owner, you're responsible for ensuring every buyer-rep agreement is signed, stored, and compliant with state regulations. Your agents often forget to upload contracts, miss disclosure deadlines, or use outdated forms. Manual audits are time-consuming and error-prone, exposing your firm to legal risk and fines. You need a system that tracks agreement lifecycle and alerts you to gaps.Automate buyer-rep agreement paper trails and compliance checks.
mistral-ai-knowledge-agent-for-posthog-smb-product-analytics
SMB product teams without SQL skills waste hours hunting through PostHog dashboards, missing key trends and slowing decisions.Ask plain-English questions about your product data and get instant answers from PostHog, with contextual follow-ups and semantic caching.
agnostic-pre-purchase-fit-agent
A WooCommerce merchant loses sales every night because shoppers have sizing or material questions that go unanswered. The owner or a single contractor handles support during business hours, but after-hours inquiries often result in abandoned carts. Returns due to wrong fit are the #1 cost driver, yet the merchant has no way to proactively guide customers to the right size.Answer product-fit questions 24/7 using AI trained on your catalog and return data.
anthropic-knowledge-agent-for-pipedrive-small-business-sales-insights
Sales reps and managers waste hours clicking through Pipedrive to find deal statuses and next steps; a conversational assistant would speed up daily stand-ups and pipeline reviews.Chat with your Pipedrive pipeline using natural language to get deal summaries, follow-up reminders, and win probability.
perplexity-rag-eval-suite-for-smb-knowledge-bases
SMBs that deploy internal RAG bots for employee or customer support find their answers drift as documents change. Without automated evaluation, they only discover quality regressions through user complaints, with no reproducible benchmark and no way to track LLM judging costs.Continuously evaluate your small business RAG knowledge base using Perplexity’s LLM-as-judge, heuristic metrics, and cost-tracked CI gates from REAA’s eval packs.
aws-bedrock-rag-eval-harness-for-smb-customer-support-bots
SMB support teams rely on RAG chatbots to handle customer questions, but hallucinations or irrelevant answers slip through unnoticed, damaging trust. They have no systematic way to continuously measure answer quality and catch regressions before customers do.Automatically score RAG answer quality, track evaluation costs, and block deployments when your AI support bot’s accuracy dips.
google-gemini-rag-product-search-for-square-online-smb-stores
Small Square Online merchants lose sales because customers can't find products using the default keyword search.AI-powered natural language product search that answers customer queries by indexing Square Online catalog items.
google-gemini-knowledge-agent-for-ebay-smb-seller-support
eBay sellers often lose sales because they can't respond to buyer inquiries about order status, shipping, or product details fast enough, especially during high-traffic events.A knowledge agent powered by Google Gemini that instantly answers buyer questions by pulling live data from your eBay seller account.
anthropic-rag-product-desc-generator-for-bigcommerce-smb-sellers
Small e-commerce businesses on BigCommerce spend hours writing product descriptions, often copying competitors or using thin content, resulting in poor search rankings and low conversions.Generate SEO-optimized product descriptions at scale using your existing BigCommerce catalog and Anthropic's Claude.
aws-bedrock-knowledge-agent-for-buildium-tenant-self-service
Property managers spend hours answering repetitive tenant inquiries; after-hours questions go unanswered, frustrating tenants and increasing churn.Answer tenant questions about leases, payments, and maintenance schedules by pulling real‑time data from Buildium and a knowledge base of property documents.