Case Studies

Real-world AI wins

A few highlights from recent engagements where AI delivered measurable outcomes, from smarter operations to higher ROI marketing.

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

Physics Simulator for Bin Optimization

We engineered a real-time physics simulation engine that predicts optimal packing configurations for irregular machined parts, eliminating guesswork from inventory planning and recovering 15-20% of previously wasted bin capacity.

Physics SimulationOptimization AlgorithmsAI Engineering
Bin Utilization
+20% capacity
Planning Speed
Seconds vs. hours
View case study
AI heat map highlighting top realtor prospects in Northern Michigan.
Real Estate•Northern Michigan

AI Heat Map for Realtor Targeting

We built an AI-powered geographic heat map that identifies high-probability sellers by analyzing property data, ownership tenure, and market signals—then generated hyper-personalized direct mail that tripled response rates.

Predictive AnalyticsMarketing AIHyper-Personalization
Response Rate
3x improvement
Mail Volume
-60% spend
View case study
Salon reception space with scheduling and automation cues.
Consumer Services•Midwest

Salon Booking Automation with n8n

We engineered an intelligent appointment management system using n8n workflows that sends contextual reminders via SMS, email, and voice—cutting no-shows by 40% and recovering $8K+ monthly in previously lost revenue.

Workflow AutomationConversational AISystem Integration
No-show Reduction
40%
Revenue Recovered
$8K+/month
View case study
Satellite view of rooftops with AI detection overlays.
Construction•Midwest

Roof Replacement Lead Gen from Satellite Imagery

We trained a computer vision model to analyze satellite imagery and detect aging, damaged, or deteriorating roofs—generating pre-qualified lead lists that improved sales conversion rates by 4x compared to traditional door-knocking.

Computer VisionLead IntelligencePredictive Scoring
Conversion Rate
4x improvement
Canvassing Time
-65%
View case study
Landscaping proposal layouts and design materials.
Landscaping•Traverse City, MI

Auto-Generated InDesign Quotes for Landscaping

We built an automated proposal generation system that transforms line-item estimates into stunning, magazine-quality InDesign documents in under 3 minutes—saving 2-3 hours per quote and increasing proposal win rates by 25%.

Document AutomationDesign SystemsAdobe Scripting
Time Saved
2-3 hrs/quote
Win Rate
+25%
View case study
Food studio setup with styled dish and production tools.
Media Production•US

AI Workflow Boost for Food Media Production

We transformed a food media studio's content pipeline with AI-powered recipe generation, brand-consistent copywriting, and visual mood board creation—cutting pre-production time by 70% and enabling the team to double their monthly output.

Content AutomationAI WritingGenerative Imagery
Pre-production
-70% time
Output
2x monthly volume
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Abstract CI/CD pipeline connecting tickets, code, and AI.
Software•Remote

Jira + GitLab + Claude Code Automation

We built an AI-powered development automation system that reads Jira tickets, generates implementation code via Claude, creates GitLab merge requests, and updates ticket status—reducing routine task completion time by 80% and freeing engineers for complex work.

AI EngineeringDevOps IntegrationAgentic Automation
Task Time
-80%
Backlog Velocity
3x faster
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Analytics dashboard with content performance tiles.
Digital Marketing•US

Website Automation with AI Content + Analytics

We built a closed-loop content system that analyzes Google Analytics and SERP data to identify high-opportunity topics, generates SEO-optimized articles with AI, and tracks performance—increasing organic traffic 156% in 6 months.

Content AutomationSEO IntelligencePerformance Analytics
Organic Traffic
+156%
Publishing
5x volume
View case study
Healthcare reception with voice confirmation cues.
Healthcare•US

Automated Appointment Confirmation with ElevenLabs

We deployed a conversational AI voice agent using ElevenLabs that calls patients to confirm appointments, handles rescheduling requests, and syncs directly with the practice management system—cutting no-shows by 35% and saving 12+ staff hours weekly.

Voice AIWorkflow AutomationPatient Experience
No-show Reduction
35%
Staff Time Saved
12+ hrs/week
View case study
Social media posts styled with consistent brand visuals.
Marketing•US

Automated Social Content from Website Branding

We built a design automation system that extracts brand tokens from the website—colors, typography, imagery styles—and generates platform-optimized social content automatically, cutting design time by 75% while ensuring pixel-perfect brand consistency.

Content AutomationDesign SystemsBrand Consistency
Design Time
-75%
Brand Consistency
+40%
View case study
Video studio with post-production talent variations.
Media Production•US

AI Talent Reskinning for Video Production

We implemented an AI-powered talent transformation pipeline that allows a single performer to become multiple on-screen identities in post-production—cutting casting costs by 60% and eliminating expensive re-shoots for demographic variations.

Generative AIPost-ProductionVFX Automation
Casting Costs
-60%
Margin Improvement
+25%
View case study
Insurance lead funnel with voice automation and scheduling.
Insurance•US

AI Outreach Agent for Insurance Leads

We deployed an AI voice agent that calls new leads within 60 seconds of form submission, qualifies coverage needs through natural conversation, and books appointments directly on broker calendars—increasing lead-to-appointment conversion by 340%.

Voice AILead QualificationScheduling Automation
Conversion
+340%
Response Time
<60 seconds
View case study

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