Our work

Problems we've solved

A look at some of the projects we've worked on — what the problem was, what we built, and what happened.

Physics simulator showing parts packing into bins.
Manufacturing·Southeast Michigan

Physics Simulator for Bin Packing

A machine shop needed to pack irregular metal parts into bins more efficiently. We built a physics simulation engine that models how parts settle and finds optimal configurations.

Physics SimulationOptimizationCustom Software
Bin Utilization
65% → 85%+
Planning Speed
Seconds vs. hours
Read more
Heat map showing property listing probability across neighborhoods.
Real Estate·Northern Michigan

Geographic Targeting for a Real Estate Brokerage

A brokerage was spending heavily on direct mail with poor results. We built a heat map that identifies which properties are most likely to list soon, so they could focus their outreach where it mattered.

Data AnalysisPredictive ModelingMarketing
Response Rate
0.3% → 1%+
Mail Spend
Down 60%
Read more
Salon reception area.
Consumer Services·Midwest

Appointment Reminders for a Salon Chain

A multi-location salon had a no-show problem. We built an automated reminder system that contacts clients through their preferred channel and fills cancellation gaps from a waitlist.

Workflow AutomationSystem IntegrationVoice AI
No-shows
18% → 11%
Staff Time Saved
15+ hrs/week
Read more
Satellite view of rooftops with detection overlays.
Construction·Midwest

Satellite Imagery for Roofing Leads

A roofing company was door-knocking blind. We trained a model to analyze satellite images and identify roofs showing signs of wear, so their sales team could focus on homes that actually need work.

Computer VisionMachine LearningLead Generation
Close Rate
2% → 8%+
Canvassing Time
Down 65%
Read more
Landscaping proposal layouts.
Landscaping·Traverse City, MI

Automated Proposals for a Landscaping Firm

A high-end landscaping firm spent hours assembling each proposal by hand in InDesign. We automated the whole thing — estimators fill out a form, and the system generates a branded, multi-page document.

Document AutomationDesign SystemsAdobe Scripting
Time per Proposal
3-4 hrs → 3 min
Proposal Volume
Up 60%
Read more
Food studio setup with styled dish and production tools.
Media Production·US

Content Pipeline for a Food Media Studio

A food media company was maxed out at 12 recipes a month. We built an AI pipeline for recipe drafting, brand-voice copywriting, and visual references that let them more than double their output.

Content AutomationAI WritingImage Generation
Pre-production
6-8 hrs → <2 hrs
Monthly Output
12 → 25+
Read more
Diagram of ticket-to-code automation pipeline.
Software·Remote

Dev Task Automation with Jira, GitLab, and AI

An engineering team was spending 40% of their sprint on routine tickets. We built a pipeline that reads Jira tickets, generates code, creates merge requests, and moves tickets to review — so engineers can focus on the hard stuff.

AI EngineeringDevOps IntegrationAutomation
Routine Task Time
4 hrs → 45 min
Backlog Speed
3x faster
Read more
Analytics dashboard showing content performance.
E-commerce·US

Data-Driven Content System for E-commerce

An e-commerce company's blog was based on gut feeling. We built a system that looks at search data to find what people are actually looking for, then helps produce articles that rank.

Content AutomationSEOAnalytics
Organic Traffic
Up 156%
Publishing Volume
3 → 15/month
Read more
Healthcare reception area.
Healthcare·US

Voice Agent for a Chiropractic Practice

A busy chiropractic office was losing time and money to no-shows. We set up a voice agent that calls patients to confirm appointments and handles rescheduling on the spot.

Voice AIWorkflow AutomationSystem Integration
No-shows
15% → under 10%
Staff Time Saved
12+ hrs/week
Read more
Social media posts with consistent brand styling.
Marketing·US

Automated Social Content from Brand Guidelines

A DTC brand had a beautiful website but their social media looked completely different. We built a system that pulls design tokens from the site and generates on-brand social content automatically.

Content AutomationDesign SystemsBrand Consistency
Creation Time
4 hrs → <1 hr
Launch Speed
3x faster
Read more
Video studio with post-production setup.
Media Production·US

AI Talent Variation for Video Production

A video studio needed to produce ads with different talent for regional markets. Instead of booking multiple actors or scheduling re-shoots, we set up a pipeline that transforms talent in post-production.

Generative AIPost-ProductionVFX
Casting Costs
Down 60%
Re-shoot Turnaround
Same day
Read more
Insurance lead flow diagram.
Insurance·US

Lead Follow-up Agent for an Insurance Agency

An insurance agency was losing leads because brokers couldn't call back fast enough. We built a voice agent that calls new leads within a minute, qualifies them, and books appointments directly on broker calendars.

Voice AILead QualificationScheduling Automation
Appointments
8% → 35%
Response Time
<60 seconds
Read more

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