Autonomous Agent Case Study

Invoice & Quote Generator

A form-based document builder where Claude auto-fills professional service descriptions and suggests pricing from the business's own rate card — producing a print-ready quote or invoice in under a minute.

Invoice and Quote Generator showing a two-panel layout with a line item form on the left and a live document preview on the right

The Challenge

Most independent contractors and small service businesses quote jobs verbally over the phone, scribble estimates on paper, or cobble something together in Word. The result: quotes that look unprofessional, contain errors, take 20+ minutes to write, and get lost. Studies show that contractors who send a professional written quote within an hour of an inquiry convert significantly more leads — but most simply don't have the time or tools to do it.

The Solution

A split-panel document builder where the owner fills in customer details and selects service types from a dropdown. One click on "✨ Suggest" and Claude reads the NHS rate card, writes a professional description, and populates the unit price. A live preview updates with every keystroke. When ready, "Generate Document" produces a fully formatted, print-ready quote or invoice. One more click to print or save as PDF.

Key Capabilities

  • ✨ AI Line-Item Descriptions Select a service type, click Suggest — Claude writes a professional customer-facing description specific to that service (e.g. "Comprehensive A/C tune-up including coil cleaning, refrigerant check, and system performance test").
  • 💰 Smart Pricing Suggestions Claude references the NHS rate card embedded in the system prompt to suggest realistic unit prices — all editable before the document is finalized.
  • 📄 Live Document Preview A real-time monospace preview updates as the owner types — no waiting, no page refreshes. Totals and Tennessee tax logic (labor untaxed, parts taxed at 9.75%) computed automatically.
  • 📋 Quote → Invoice Toggle Switch between Quote (14-day validity notice) and Invoice (payment due on completion) with one click — document number prefix, footer, and header update automatically.
  • 🖨️ Print-Ready Output CSS print styles hide the form and render a clean, professional document. Owner hits Print and saves as PDF directly from the browser — no extra software needed.

Tech Stack

  • Python (Flask)
  • Anthropic Claude API
  • Gunicorn
  • Vanilla JS
  • CSS Print Styles
  • Docker / Cloud Run

Patterns Used:

Rate Card Context Structured Output Document Generation

Business Value

Contractors who send professional digital quotes convert significantly more leads than those who call back verbally. Speed matters — the first professional quote in a customer's inbox often wins the job. This tool turns a 20-minute quoting task into under 60 seconds.

Build a quote in under a minute

Try the live demo — select services, click Suggest to let Claude fill in descriptions and prices, then generate a print-ready document.


Launch Live Demo →