Completed Projects and Analysis

Case Files

We close the tech void.
Then we show our work.

Client work stays confidential while it’s open. When a contract closes, we publish the whole thing: the problem, the build, what broke next, and how we closed it. No stock photos. No “synergy.” Just receipts.

Case 01Live

MOOD:ME: Teaching an Online Store to Let You Try It On

Company
MOOD:ME · themusetech.com
Industry
Fashion, Print on Demand & Online Retail
Built
AI Virtual Try-On · Grok Image API · True-Size Fit Engine · WooCommerce · Kling AI Video · SEO · Brand
MOOD:ME House Models: 15 real bodies, Small to 4XL
MOOD:ME House Models: 15 real bodies, Small to 4XL
The Fitting Room: upload a photo or pick a House Model
The Fitting Room: upload a photo or pick a House Model
A real try-on from The Salon, shared by a member
A real try-on from The Salon, shared by a member
The Salon: member looks, approved with one tap
The Salon: member looks, approved with one tap
The Artist Palisade: independent makers, front and center
The Artist Palisade: independent makers, front and center

Every online clothing store has the same quiet problem: nobody can try anything on. MOOD:ME sells more than 500 made-to-order pieces in sizes S to 5XL, and the product photos showed one size on no one. So the shopper guesses, the box ships, and the return label does the talking.

529made-to-order products
15House Models, S to 4XL
~15sper AI try-on
~8¢cost per look
3pieces per outfit
24hthen results self-delete

The challenge

Shoppers buy with their eyes and return with their bodies. Plus-size shoppers had it worst: a flat lay tells you nothing about how a 3XL actually falls. The goal was simple to say and annoying to build: show the real piece, in the real size, on a real body, before checkout.

The build: a fitting room that lives in a browser

  1. 📷Your photoor pick a House Model
  2. 👗Build the outfitup to 3 pieces, color + size
  3. 📏True-size checkgarment vs. body, in inches
  4. ✨AI renderGrok image API, ~15 seconds
  5. 🪞Your lookwatermarked, to cart, share or The Salon

It runs on ordinary shared hosting, which has opinions about long requests, so every try-on is a background job the page politely checks on. Selfies are never stored. Results delete themselves in 24 hours. Every image carries a watermark, and the room is members-only, with daily limits and a spending cap so the AI bill never gets a vote.

The part most AI gets wrong

Image engines are people-pleasers. Ask one to put a 2XL hoodie on a size Small and it will quietly tailor the hoodie to flatter her. Lovely. Also fiction. So we stopped asking nicely. Before every render, the system compares the garment’s real chart measurement for the chosen size against the model’s actual body, then tells the engine exactly how it should hang.

◀ tighter roomier ▶ Tatiana (wears S) in a 2XL Margaret (wears XL) in a 4XL Evelyn (wears 4XL) in a 4XL Evelyn (wears 4XL) in a Small +12.9″ baggy +7.8″ relaxed −4.2″ snug, fabric stretches −15.6″ tight
Same sweatshirt, real measurements: inches of room between the garment and the body. Pick your usual size on a small-running chart and it reads as snug, not shamed.

Real bodies, on purpose

Fifteen House Models, Small to 4XL, each with real height, weight, measurements, body shape and a bio in their own voice. Pear, apple, rectangle, triangle, oval. Find your body twin, tap “Try a look on me,” and the Fitting Room opens with them already standing there.

Community, not just commerce

Members can send a look to The Salon, a public gallery, and every look is approved with one tap from an email. The Artist Palisade puts independent makers front and center, and a custom tee designer lets shoppers print their own art. A store people visit, not just one they buy from.

How we worked

Build the feature people can feel first. Ship in versions. Let the AI do the heavy lifting, but never let it guess the fit. Launch before perfect, and let customers tell you what’s wrong.

Step into the Fitting Room →Meet the House Models →

Case 02Closed

Twin City Produce: From Dot-Matrix to a 99 SQF Score

Company
Twin City Produce · Springdale, AR
Industry
Produce Storage & Distribution
Built
ERP · Team Portal Intranet · B2B Store · Food Safety (SQF) · Operation Systems · ERC · R&D · Marketing · Training
The TCPS Team Portal: one front door for the whole team
The TCPS Team Portal: one front door for the whole team
The Food Safety Portal: the SQF program, live and current
The Food Safety Portal: the SQF program, live and current
Speak UP: a safe, simple way for anyone to raise a concern
Speak UP: a safe, simple way for anyone to raise a concern
Inside the Twin City build
Inside the Twin City build

The warehouse already fed Northwest Arkansas. The office was still running on a freezing server, a dot-matrix invoice printer with strong opinions, paper timesheets and no domain. A food recall took four people and four hours.

99last SQF food safety audit score
10custom B2B price lists, by user & group
1Team Portal for safety, hiring & Speak UP
1stdomain & company email

The challenge

The week had outrun the tools. Accounting, time, product identity, the public front door and the credit file didn’t match the warehouse.

BeforeAfter

A freezing, failing server

→

A server and QuickBooks the whole office can share

Invoices off a dying dot-matrix

→

Invoicing that doesn’t require a prayer

Paper timesheets

→

Time clocks straight to payroll, drivers and remote staff included

No domain, no company email

→

twincitynwa.com, professional email, separate public, customer and team doors

A recall: four people, four hours, three desks

→

Product Identification F2T: lots and vendors traced in versions

A specialty spice line that lived in one person’s head

→

Spice distribution automation: a process, not a person

What we built

B2B distribution site. First domain, professional email and a wholesale store with 10 custom price lists by customer and customer group, so every buyer logs in to their own pricing. Public, customer and team access are split so the cooler isn’t run from a brochure.

The Team Portal. A complete company intranet: employee and hiring portals, the food safety program, business ethics, sustainability and workplace safety, plus Speak UP, a simple way for anyone to raise a concern. Safety and sustainability stopped being a binder on a shelf and became one click from every workstation.

Twin City Employee Portal
Twin City Hiring Portal
Safe Food, Business Ethics, Sustainability and Workplace Safety

One intranet, every department.

AI operation systems. A shared server and QuickBooks, invoicing off the dot-matrix, workstations that survived the new box, and time clocks through to payroll. Food safety and quality shipped in versions: Product Identification F2T, the ECO ripening process and room, spice distribution automation and a security path for the floor.

Research credits & founder infrastructure. The projects were written up while they were happening: matrix, technical principles, labor and expense file, and documentation for the CPA. No refund number on this page.

The last SQF food safety audit came back a 99. The recall that once took four people and four hours doesn’t anymore.

How we worked

Start where the week is breaking. Ship in versions. Separate public, customer and team access. Write it down while it’s live. Leave a cadence, not a dependency.

Visit twincitynwa.com ↗

Case 03Built 2023–2024Completed 2025

Firefighter Challenge League: The Store That Paid for the Platform

Client
First Responder Institute · Firefighter Challenge League & Championship Series
Role
Lead Consultant · Product Apparel Designer · Web Developer
Built
Early-Gen AI Design & Video · Brand Standards · 300+ Product Apparel Line · E-Commerce Store & Hosting · Web Optimization · Marketing Reels · Partnerships
Competitor jersey, styled in the firehouse gym
Competitor jersey, styled in the firehouse gym
Apparel concepts from the 300+ product catalog
Apparel concepts from the 300+ product catalog
Competitor gear, designed in-house
Competitor gear, designed in-house
Recycled all-over-print basketball jersey
Recycled all-over-print basketball jersey
All-over-print athletic tee
All-over-print athletic tee
Heavy-blend hoodie from the fan lifestyle line
Heavy-blend hoodie from the fan lifestyle line

The Firefighter Challenge League has athletes, records, regions and a championship series fans travel for. What it didn’t have was a store. Or a single brand standard. Or the budget to build the independent platform it actually needed. So the brief was refreshingly blunt: launch the first official store, and make it sell enough to pay for what comes next.

300+original products & apparel designed
5regional hubs, mapped to the real league
3championship tiers with their own shops
1stofficial FCL online store

The challenge

A nonprofit league with a global name and no storefront. Brand assets lived in a pile of print files sized for banners, not browsers. And the long-term goal, an independent, scalable web platform, needed capital the league didn’t have yet. The store wasn’t the finish line. It was the fundraiser.

A store shaped like the league

Competitors don’t shop like casual fans, and a Hall of Famer shouldn’t have to dig through keychains. So the site architecture mirrors how the league is actually organized: by region, by audience and by championship tier.

One brand, finally standardized

Before a single product went live, a Brand Mood Board locked the look: type, color and visual tone, so 300 products would read as one league instead of 300 opinions.

AaLeague SpartanHeadlines · bold, athletic, legible from the bleachers
AaTelegraf / PoppinsBody & detail · clean, modern, easy at small sizes

300+ products, designed in-house

As lead product apparel designer, we built the catalog end to end: custom competitor gear, official athlete flags and a full branded lifestyle line for fans. Gear made for people who run up towers in full turnout gear, and for everyone cheering them on.

Built on first-generation AI

This was 2023 and 2024. AI image tools couldn’t spell, couldn’t hold a logo still and had never heard of a size chart. So we learned to make them behave. When the generators couldn’t place a design on a garment correctly, the product mockups were hard-coded by hand. The UGC-style content and promo videos came out of the earliest AI tools, long before “AI marketing” was a LinkedIn headline. The workflow we sharpened here is the same one behind the MOOD:ME Fitting Room today.

Fast enough to keep the cart

The asset library arrived as high-resolution print files: perfect for a banner, brutal for a product page. Every graphic was reformatted and compressed for the web, cutting the rendering lag that quietly kills checkouts. Fast pages, fewer abandoned carts.

Promo reel from the FCL store launch.

Marketing with a mission

Marketing reels and high-conversion promo graphics pointed athletes and fans straight at the new store. Then we stacked a partnership on top: the End of Year Fundfest, which routed proceeds from Nviroclean sales directly to the FCL to speed up their fundraising timeline. One client helping another reach the finish line.

  1. 🔥Brand lockedmood board, type, look
  2. 👕300+ productscompetitors, athletes, fans
  3. 🛒Store launchedfast, mapped to the league
  4. 📣Reels + Fundfesttraffic and partner proceeds
  5. 🏁Platform fundedindependent infrastructure

It worked. The storefront, the catalog and the campaign landed with athletes and fans and drove the sales volume the league needed. The First Responder Institute secured the capital to move to its own fully independent digital platform. Mission accomplished, and the store paid for its own successor.

How we worked

Lock the brand before the first product. Build the store the way the organization really works. Make it fast. Then market it like it matters, because the money is going somewhere that does.

Your turn.

Every engagement starts with a Tech Void Diagnostic: a 90-minute working session, a written memo and a 90-day plan for what to fix first and what to ignore. $1,250, credited in full to project work signed within 45 days.

Book a Tech Void Diagnostic →Talk to a Muse