Case Study · Micro AI Solution

Turning Tedious Tasks into One-Click Automation

How we built a lightweight AI tool that saves a property manager hours of manual formatting every week.

5 min → 5 sec Per Task
~25 Requests/Week
2+ hours Saved Weekly

Messy Emails, Strict Requirements

A property manager for group homes receives work order requests throughout the day—via email, text messages, and phone calls. Each request comes in a different format: some are one-liners, others are rambling paragraphs.

But the ordering system requires a specific, consistent format: Task, Location (with standardized building codes like "GH 75"), and Details. Every request had to be manually reformatted before submission.

❌ Before

"hey the toilet at gh75 is clogged again, upstairs bathroom on the west side, needs a plumber asap"

✓ After

TASK – Unclog toilet
LOCATION – GH 75, Upstairs Bathroom
DETAILS – Professional plumbing service required for clogged toilet.

This reformatting happened 5+ times per day, interrupting other work and creating friction in an already demanding role.

A Custom Micro AI Tool

We built a simple, browser-based web application that uses AI (Google Gemini or Groq) to instantly transform raw, unstructured text into the exact format required.

Text Formatter Application Interface

The Text Formatter interface: paste messy text, click Format, copy clean result.

📋

Paste

Copy raw request from email or message

Format

One click triggers AI formatting

📤

Submit

Copy perfectly structured output

The tool is fully customizable—users can modify the AI prompts to match their exact formatting needs, switch between AI providers, and even use it for other tasks like drafting professional emails.

Lightweight, No Backend, Zero Friction

The solution is intentionally simple: a static HTML/CSS/JavaScript app that runs entirely in the browser. There's no server to maintain, no database to manage, and no login required.

  • AI Integration: Direct API calls to Gemini or Groq (user provides free API key)
  • Custom Prompts: Tailored prompts for specific formatting rules (e.g., "GH 75" format)
  • Dual Mode: Work order formatting + Email drafting
  • Instant Deployment: Hosted free on Netlify

"This is a lifesaver. I can finally use the time I was wasting on formatting for more urgent, important tasks."

— Client, Property Manager

From 5 Minutes to 5 Seconds

What previously took 5 minutes of mental effort and context-switching now takes 5 seconds. With 5+ requests per day, that's over 2 hours saved per week—time that can be spent on higher-value work.

  • Consistency: Every work order follows the exact same structure
  • Speed: Instant formatting, no typing required
  • Flexibility: Customizable for any format or future needs
  • Cost: $0/month (free AI APIs, free hosting)

Got a repetitive task that's eating your time?

We build micro AI solutions for specific workflows—fast, lightweight, and perfectly tailored.

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