AI-Native Development
Born from BDD Excellence

A decade of Test-Driven and Behavior-Driven development taught us to think in atomic, testable units. Today, those same principles power our AI-native approach to building the next generation of software.

From Test-Driven to AI-Driven

Our foundation in Ruby on Rails TDD/BDD wasn't abandoned—it evolved. The atomic thinking, behavior specifications, and outside-in development that made us Rails experts now makes us AI-native.

Where others see AI as magic, we see structured, testable, iterative development. The same red-green-refactor cycle that guided our Rails work now guides our prompt-test-refine approach to AI development.

Atomic prompts mirror atomic tests
Behavior-driven AI specifications
Outside-in AI architecture

Then: Rails BDD

Cucumber features → RSpec specs → Implementation

Now: AI BDD

Behavior specs → AI prompts → Validated code

Recent Work

Enterprise Fleet Analytics Platform

Built the "Common Platform" backend architecture powering a large US-based tire and fleet company's AI-driven tire intelligence and Tires-as-a-Service offering. The platform processes real-time IoT sensor data from embedded tire sensors, enabling 24/7 monitoring, predictive maintenance, and proactive fleet management that reduced emergency breakdowns by nearly 80%.

IoT sensors embedded in tires for real-time data collection
AI-powered predictive analytics and maintenance alerts
Subscription-based Tires-as-a-Service platform
Nearly 80% reduction in emergency vehicle breakdowns
Tire IntelligenceIoT SensorsPredictive AIFleet ManagementSubscription Platform
🚛
Smart Tire Platform
Fortune 500 Fleet Analytics Provider
🏦
AI-Powered OCR Pipeline
Banking Microservices

Check Processing System

Developed an AI-powered OCR pipeline for remote check deposits, deployed as AWS Lambda microservices in X9 file generation systems for multiple regional banks. Combined computer vision with traditional OCR for optimal accuracy.

MICR line extraction with AI
AWS Lambda microservices
X9 file generation pipeline
Computer VisionAWS LambdaBankingOCR/AI

WNET American Masters Digital Archive

Built a comprehensive digital preservation platform for PBS's American Masters series, creating public access to over 1,000 unreleased interview records from 40+ episodes. The archive features rare interviews with cultural icons like David Bowie, Patti Smith, Gloria Steinem, and Maya Angelou.

1,000+ digitized interview records
Advanced search and browse capabilities
SOLR-powered content discovery
Public access to unreleased footage
Digital PreservationCultural ArchiveSOLR SearchPBS/Broadcasting
🎭
Cultural Archive Platform
pbs.org/wnet/americanmasters/archive

Previous Work

Major Bakery Supply Platform

Built a comprehensive e-commerce platform for a leading provider of professional baking and cake decorating supplies to commercial bakeries and grocery stores nationwide. Delivered a complete solution including customized Spree Commerce platform, Craft CMS with industry-specific plugins, and robust AWS infrastructure.

E-commerceSpree CommerceCraft CMSAWS InfrastructureChef DevOpsProfessional Baking

CoachUp

Built key features for the nation's leading platform for private athletic coaching. Developed marketplace functionality connecting athletes with qualified coaches, including discovery system, booking platform, and payment processing integration.

MarketplaceSports TechBooking SystemPayments

Bolstr

Built core platform features for startup equity and cap table management. Developed equity management tools, reporting dashboards, and investor communication systems that help companies maintain clear ownership records as they scale.

FinTechEquity ManagementCap TablesInvestor Relations

MailTank

Built campaign management features for an email marketing platform focused on simplicity and deliverability. Developed email template systems and analytics dashboards enabling businesses to measure and optimize email marketing performance.

Email MarketingCampaign ManagementAnalyticsTemplates

The Wireless Registry → SignalFrame

Built enterprise platform powering Internet of Things capabilities with mobile tracking and analytics for enterprise customers. The platform evolved into SignalFrame, focusing on user persona development and mobile experience strategy for IoT deployments.

✓ Became SignalFrame - Successfully acquired by PricewaterhouseCoopers

Acquired by PwCIoT PlatformMobileEnterprise

Allovue

School district financial management platform. Helped secure seed funding from TEDCO and Dingman Angels. Built prototype for budget assessment and resource allocation tools for educational institutions.

✓ Successfully acquired by PowerSchool

AcquiredEdTechFinancialPrototype

CO Everywhere & Block Avenue → Ground Signal

Built the foundational technology for both CO Everywhere (location-aware mobile app with social media integration) and Block Avenue (big-data geospatial platform processing hundreds of millions of data points). These platforms evolved into Ground Signal, combining mobile, social media, and geospatial capabilities.

✓ Evolved into Ground Signal - Series A3 funded, now cash-flow positive

Series A3Cash-flow PositiveBig DataGeospatialMobile AppSocial Media

Team

Pete Jackson

Pete Jackson

Founder / Engineer

Peter Jackson is based out of Boston, MA, where he leads AI-native development for our clients. With over 25 years of experience building high-quality web and mobile software, Pete has evolved from Rails TDD expertise to AI-driven development.

Pete has served as CTO to numerous successful startups and brings that startup agility to enterprise AI modernization projects.

Khristian Gaines

Khristian Gaines

Founder / Engineer

Khristian Gaines is a cloud-native architect based in Washington, DC, specializing in AI-powered systems and enterprise modernization. His experience spans both startup innovation and Big 5 consulting.

With expertise in web technologies since 1995, Khristian bridges traditional software architecture with cutting-edge AI implementations.

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