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
11 solutions
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.
agnostic-review-response-agent-4
The owner or general manager of a 1-5 location independent restaurant spends hours each week manually crafting responses to Yelp, Google, and TripAdvisor reviews. Responses are often delayed, inconsistent in tone, or skipped entirely, damaging the restaurant's online reputation. With thin margins and a lean team, there's no budget for a dedicated marketing person. The GM needs a way to automatically generate appropriate, on-brand replies that maintain a positive presence without adding to their administrative burden.Never miss a Yelp or Google review again with consistent, on-brand replies.
agnostic-receipt-classifier-agent
A bookkeeper at a 3-person CPA firm spends 10+ hours per week manually sorting client receipts forwarded via email or upload. Each receipt must be reviewed to identify the vendor, extract the amount, and assign the correct GL category. During tax season, this backlog balloons, causing overtime and errors. The bookkeeper needs a way to automate this drudgery so they can focus on reconciliations and client advisory.Eliminate manual receipt categorization with an AI agent that extracts vendor, amount, and GL category from client uploads.
agnostic-prior-auth-agent
A dental or optometry clinic's billing specialist spends up to 25 minutes per prior-authorization request, manually filling payer-specific forms. Each payer requires different fields, and errors cause rework and delays. With 10-20 requests per day, this consumes 4-8 hours of staff time, delaying care and increasing administrative costs. The specialist needs a tool that auto-fills forms from the EHR and submits them via payer portals.Cut prior-auth processing from 25 minutes to under 2 minutes per request.
agnostic-review-response-agent-3
After a rough alignment job, a customer posts a one-star review on Google. The shop owner is too busy turning wrenches to reply promptly, and the negative review festers, scaring away potential customers. When they finally do respond, it's rushed and defensive, making things worse. The shop's online reputation is fragile; a few unanswered complaints can tank their rating. The owner needs a way to generate empathetic, accurate responses that reference the actual work order without sounding robotic.Never leave an angry Google or Yelp review unanswered again with context-aware, on-brand replies.
perplexity-pii-shield-for-smb-e-commerce-support-chat
E‑commerce support teams use Perplexity to generate reply drafts from chat transcripts that often contain credit card numbers, addresses, and phone numbers. Sending raw PII to a third‑party AI risks compliance violations and erodes customer trust.Redact customer PII from support chats before sending to Perplexity for AI drafting, ensuring GDPR and PCI compliance out‑of‑the‑box.
agnostic-review-response-agent-2
The restaurant manager spends 30 minutes each morning scanning review sites, but replies are rushed, defensive, or forgotten entirely. Inconsistent tone frustrates guests and hurts the restaurant's online reputation. With thin margins and a skeleton crew, there's no dedicated marketing person to handle this. A single bad review left unanswered can snowball into lost reservations.Consistent, on-brand replies to every Yelp/Google/TripAdvisor review without staff effort.
agnostic-return-reason-agent
The operations manager at a $5M DTC brand spends 3+ hours daily manually reviewing return reasons and applying store policy to decide refunds, replacements, or RMAs. This delays processing and frustrates customers who expect instant resolution. The manual process also leads to inconsistent decisions, eroding trust and increasing chargebacks. Margin pressure means every minute of human support cuts into already thin profits.Automate refund/RMA decisions from return reasons in seconds, not hours.
agnostic-intake-automation-agent
A solo immigration attorney spends over 30 minutes per new client manually gathering case details, checking for conflicts across years of paper files, and entering data into the case management system. This administrative drag means fewer billable hours and delayed responses to prospective clients. The attorney often loses leads because intake takes too long and the process feels impersonal. They need a way to automate the initial triage without sacrificing accuracy or compliance.Slash intake time from 30 minutes to 5 with AI-powered client screening and conflict checks.
vertex-ai-voice-agent-for-calcom-appointment-scheduling
Service businesses miss after-hours calls and lose revenue because clients can't schedule appointments when staff are unavailable. Existing IVR systems feel robotic and fail to handle complex scheduling requests.Let customers book appointments on Cal.com over the phone with a voice agent that understands natural language, verifies availability, and confirms bookings.
xai-grok-pii-detection-for-smb-customer-communication
SMBs using Grok for customer support risk exposing personal data or generating offensive content, leading to lawsuits and reputation damage.Protect customer data by scanning Grok-powered messages for PII and offensive content before they reach end users.