Use cases
What an AI agent actually automates
The LLM isn't the product — the integration into the tools you already run is. Each pattern below is a real workflow, step by step, with the tools it commonly connects to and where a human stays in the loop.
Intelligent Document Processing: Invoices and Contracts to Structured Data
Intelligent Document Processing: Invoices and Contracts to Structured Data
An AI agent that reads a PDF, invoice, or contract, extracts the real fields, checks them against existing records, and flags anything it isn't confident about for a human to confirm.
AI Back-Office Automation: From Inbox to ERP, With a Human Still Approving
AI Back-Office Automation: From Inbox to ERP, With a Human Still Approving
An AI agent that reads an incoming email, extracts the data, checks it against your ERP, creates or updates the record, drafts a reply — and waits for a human to approve before anything is final.
AI Customer Support Agent: How the Workflow Actually Works
AI Customer Support Agent: How the Workflow Actually Works
An AI agent that reads your knowledge base, looks up the customer in your CRM or helpdesk, resolves what it can, and hands off the rest to a human with full context.
AI Agent for E-Commerce Order Support (Shopify & Beyond)
AI Agent for E-Commerce Order Support (Shopify & Beyond)
An AI agent that looks up a real order, checks tracking, and handles refunds/exchanges within set limits — instead of a customer waiting on a generic support queue.
AI Agent for Property Management: Maintenance Requests to Work Orders
AI Agent for Property Management: Maintenance Requests to Work Orders
An AI agent that takes a tenant's maintenance request, checks the property system, categorizes and prioritizes it, and creates the work order — instead of a property manager doing it by hand.
AI Agent for Recruiting: Resume Screening to Booked Interview
AI Agent for Recruiting: Resume Screening to Booked Interview
An AI agent that checks a new application against real job criteria, scores it, and books a first-round interview for the candidates who actually qualify — no manual resume triage queue.
AI Sales Qualification Agent: From Website Visitor to Booked Call
AI Sales Qualification Agent: From Website Visitor to Booked Call
An AI agent that qualifies a website visitor, checks your CRM for existing history, scores the lead, and books a real slot on a salesperson's calendar — no form that just sits in an inbox.
Internal Company AI Agent: Ask About Contracts, Invoices, and Projects
Internal Company AI Agent: Ask About Contracts, Invoices, and Projects
An AI agent connected to Drive, Notion, Slack, your CRM, and internal APIs, so anyone on the team can ask a real question about a customer, contract, or project instead of hunting through five tools.
Have a product in mind? Let's scope it this week.
A 30-minute call gets you a rough timeline and cost — no obligation, no sales deck.