Human-in-the-Loop Billing System for Toronto Properties

Human-in-the-Loop Billing System for Toronto PropertiesHuman-in-the-Loop Billing System for Toronto Properties

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Rick Sato

• 8h

Title: Human-in-the-loop billing system Description: Billing system for two Toronto properties — meter reads in, invoices out, exceptions flagged for a person to review. AI does the volume; the judgment calls stay human. In production.

AI Agent Designer AI Automation Business Workflow Automation Claude

Kapil Chauhan

• 7h

For meter billing, I'd show the reviewer both readings and their dates when consumption looks unusual. How do you distinguish a meter replacement or rollover from a bad reading before an invoice is released?

Rick Sato

• 1h

Hi Kapil, thanks for asking. Largely, it's three signatures the reviewer checks before the invoice goes out.

A bad read is the common one, and it usually doesn't survive a second look at the photo — a dropped or transposed digit shows up as consumption way off the unit's own...

Mutahir Abbas

pro

• Oct 15

Shapeshift is a looping product-carousel ad I designed as a reusable template for any brand with four products to show (flavours, colourways, a menu), made for Instagram and paid social. Every piece is a named layer: retype the text, drop your photos into the four product slots and recolour, and the motion stays the same. Swap in a different shape set (soft, Mughal or geometric) and the same timing takes on a new personality.

I built it with the SVGator MCP. I came up with the concept and art-directed the motion, colours and every rebrand, while an AI assistant made the layer edits through the MCP. Every version in the video (vivid, light, the Bunsmith burger rebrand and the Mughal shapes) comes from that same file.

Completed work