Independent software & automation studio
Hamilton, Ontario / Working with you

Better tools.
Built for your
way of working.

Practical by design.
Personal from day one.

Custom AI tools, websites, and apps that solve real problems. Built around your process — not the other way around.

Woman-owned & operatedDirect collaboration with the founderCustom-built, not off-the-shelf

Less manual review.
More informed decisions.

AI automation built for a real operational challenge: reviewing overfill photos and making consistent billing decisions.

Waste Management · AI Classification

Overfill Validation System

Custom software / AI automation

A photo of a bin goes in. The system returns a classification — overloaded, not overloaded, or uncertain — with a confidence score and a plain-language explanation of what the AI observed. High-confidence calls apply the billing decision automatically; anything uncertain is routed to a human review queue instead of guessed at.

3-class Overloaded / not overloaded / uncertain, with confidence scoring
Auto + review High-confidence calls auto-bill; low-confidence routes to review
Full audit log Every decision logged with photo, reasoning, and outcome
AI analysis interface showing an overloaded bin, confidence score, and decision reasoning
A real bin photo, classified in seconds — with the reasoning behind the call.
Overfill operations dashboard with classification and review activity
Operational dashboard — a running record of every decision made.

Real problems.
Thoughtful solutions.

A repetitive task. A missing tool. An idea ready to take shape. We start with what you need, then find the right way to build it.

01

Start with a conversation

Work directly with the founder. We map your process, understand the friction, and define what a useful outcome looks like.

02

Make the repetitive work easier

Turn slow, manual workflows into practical automation — with clear reasoning, accountable decisions, and human review where it matters.

03

Build the tool you actually need

From a website to a custom app, create something that fits your goals and the way you work. No generic template bolted onto your business.

04

Prove it before scaling it

Start with a working prototype or a pilot using real data. Let the results guide the scope, pricing, and next steps.

Founder of Atsoc Ekalb Inc.

Founder-led. Hamilton-based.
Woman-owned & operated.

A real person.
A practical perspective.

Before building AI software, I worked in waste management operations, reviewing overfill photos and handling billing by hand. I knew the bottleneck because I lived it. The Overfill Validation System grew out of that firsthand experience.

That’s how I approach every project: understand the work first, then build something genuinely useful. When you get in touch, you’re talking to me — and I stay involved from the first conversation through delivery.

Let’s work together

What could
work better?

Tell me about the process you’d like to improve or the idea you’d like to build. A few details are all we need to start.

atsocekalb@outlook.com

Woman-owned and operated, based in Hamilton, Ontario.

Your message goes directly to the founder. No sales team, no hand-offs.