Mahmoud Halat

Space & Story · XYspace · Toronto

Mahmoud Halat

AI-search websites. Integrated AI for regulated industries.

If you're regulated, skeptical, and tired of AI demos that never ship, we'll get along. I spent a decade wiring AI into hospital records, the messiest data there is.

Moroccan Arch13 layers · 28.5 × 47 in

CH·01 — The studios

Two studios, one operator.

The main engagements. The agent fleet handles volume; I handle judgment and taste.

spaceandstory.co

Websites that rank in AI search

The studio. Answer-engine optimization, replatforming, and the conversion work that makes traffic worth having, for teams that would rather be the answer an AI gives than the tenth blue link. Thirty-plus projects across fintech, real estate, healthtech, and education.

IDA · Voltra · Zebra · Cannabislink · Bosco · Lotso Travel #7 globally

Visit Space & Story
xyspace.dev

Integrated AI for regulated industries

The dev shop. The value is rarely the agent everyone asks for; it's wiring AI into the messy, guarded data a regulated business already runs on. That is the room I spent a decade in at Verto, selling to buyers who are scientifically literate and exhausted by generic pitches. Healthcare first, and the pattern travels.

A decade of hospital data integration · FHIR, EMPI, OCR

Visit XYspace

CH·02 — The record

The record, row by row.

Nine years at enterprise scale, then everything since.

At enterprise scale

Verto Health · 2018 → 2026

  • Employee #2, helped scale the team to 80
  • 100+ deployments across Canadian and US health systems
  • 10M+ patient journeys orchestrated
  • Patent co-author, WO2025147762A1
  • ~a quarter of Canada's daily COVID vaccine doses at peak

CH·03 — The story

How it happened.

Morocco, the start

Where the patience comes from.

I grew up near Rabat, carving the offcuts the master woodcarvers left behind while they built our family home. Mark out the geometry first, then take very small bites at it. The pattern was usually arabesque: infinite repetition under a small set of rules. I still cut those patterns today, with a laser instead of a chisel.

First solo show: Meridian Arts Centre with TO Live, Toronto, May 2026

Geometric Sunshine5 layers · 37.5 × 37.75 in

Verto Health, 2018 → 2026

Nine years inside hospital data.

Employee #2, helped take the team to 80 by doing whatever the company didn't yet have someone for. A hundred-plus deployments, ten million patient journeys, and the patent underneath it. The buyers were hospital CIOs: buried in regulation, scientifically literate, exhausted by generic pitches.

Patent WO2025147762A1, filed January 2025

Arabesque Water8 layers · 27 × 47 in

Lovable Shipped, 2025

Six weeks against 5,800 builders.

My father rebuilt our family's life from a kitchen-installer's truck; most of what I know about velocity I learned watching him work. In August 2025 I tested eight years of operating discipline against a clock with money on it and won the $100K grand prize. Those six weeks were rough, and the discipline was the part that transferred.

GiveFeedback.dev: #1 globally, paying clients before the prize closed

Arabesque Fire10 layers · 37.5 × 37.5 in

Off the clock

The pieces are real.

Every artwork on this page is a physical object: custom laser-cut cardboard, spray paint, hardwood frames, cut on the machine beside my desk. The first solo show ran at the Meridian Arts Centre with TO Live in May 2026, and I take commissions. I'm a girl dad now, which is most of why the making still matters to me: it's the part of the work she gets to watch.

art.mahmoudhalat.com · commissions open

Visit the gallery
Geometric Midnight5 layers · 37.5 × 37.5 in

CH·04 — Blog

Working notes.

Short pieces from the practice. Updated when there is something useful.

CH·05 — Work with me

Open for fractional work.

I take a small number of fractional engagements with founders and scale-ups shipping AI products. A set number of days per week, direct with the founder.

You get an operator who has done this at enterprise scale and from scratch: positioning, GTM, product, and the build itself. If your org needs three layers of approval, I'm the wrong hire.

01

Fractional GTM operator

Positioning, demand, and the marketing function, run hands-on. Thirty-plus GTM strategies at Verto, six-figure pipelines since.

02

Product and build

Scoped builds from brief to shipped product. Six weeks is a working number: GiveFeedback went from zero to paying clients in that window.

03

AI operations advisory

Where agents fit in your operation and where they don't, with working pilots instead of a slide deck.

REC · Transmit

If the shape fits.

Tell me what you're shipping and where it's stuck. If the shape fits, I'll propose a scope on the call; if it doesn't, I'll say so and point you somewhere better.

BasedToronto · EN, FR, AR · replies within 24h

Protected by Cloudflare Turnstile. I read everything that comes in.

Geometry first, then small bites.Toronto, Canada