Qwynn Marcelle
Marcelle Labs · Chattanooga, TN
Marcelle Labs · Chattanooga, TN
The engineering behind SnapBack, and the consultancy behind the engineering.
I was an engineering lead at a Fortune 50 healthcare company and built SnapBack — codebase intelligence for AI-assisted development. Through Marcelle Labs, I ship production platforms for healthcare practices and creative studios.
Currently Shipping
What I'm building
AI DEVELOPER TOOLING
SnapBack
Codebase intelligence for the AI age.
Built after a $12,000 production incident. SnapBack is the intelligence layer between your AI tools and your codebase — learning your patterns, detecting fragile files, and giving AI accurate context about how your specific codebase works.
88%
token reduction
85%
accuracy after 12 weeks
Free
VS Code extension
CLIENT WORK
Marcelle Labs Consulting
Production systems for real constraints.
Healthcare platforms, creative studio sites, enterprise APIs. I build what you need shipped — with the same depth I bring to SnapBack. No theater, no mockups-only deliverables.
10+
shipped products
F50
enterprise background
30min
intro call
Selected Work
Recent builds.
SnapBack
Codebase intelligence for AI-assisted development. Recovery is the floor. Intelligence is the product.
Evolution
Intelligence platform that makes your AI assistant smarter with every session — built from the wreckage of a $12K AI coding mistake.
Unity Advanced Healthcare
Static brochure site with buried credentials and no booking flow → structured patient intake system with clear care pathways, integrated scheduling, and insurance transparency.
View project →
The Poetic Method
Squarespace site underselling a $35K consulting practice → institutional-grade platform for healthcare transformation.
View project →Profound Pixels
Category-filtered portfolio communicating film + interactive + motion under one unified studio brand.
profoundpixels.com →
How I work.
I take on 1–2 projects at a time to keep quality uncompromising. Every engagement gets my direct attention — no handoffs, no junior devs, no surprises.
- →Custom web platforms (Next.js, full-stack)
- →Healthcare automation & workflow systems
- →Technical architecture & consulting
Stack
Timeline
Most projects ship in 2–4 weeks.
Engagement model
- Direct communication only — no account managers
- Weekly progress updates with working builds
- Production-ready delivery, not prototypes
- 2–4 week typical timeline per project
Current availability
Insights
From the field.
Notes from the intersection of engineering leadership, AI tooling, and building in public.
Get in touch.
Whether you need a production-ready platform, healthcare automation, or want to talk about what I'm building — I'm reachable.