ced.ai = CompSci + CogSci + AI
We create AI systems and applications that solve real business problems. The model is never the product — the interface is. Our 6-step methodology ensures systems that work on Monday morning, not just in demos.
The Framework
Three disciplines. One methodology.
Systems that hold up.
We build the software backbone — pipelines, reliability, evaluation, and handoff. Pure functions, TDD, regression testing. If it can't run on Monday morning, it doesn't ship.
Learn more → CogSciDesign for humans.
We design the human side — workflows, trust surfaces, correction loops, and adoption. HCI is the difference between a demo and a tool people actually use.
Learn more → AILeverage where it matters.
We apply AI to reduce friction — extraction, classification, summarization with traceability, and automation that knows when to refuse. LLMs, ML pipelines, intelligent agents.
Learn more →Proof
Selected case studies.
From 4-hour bids to 5-minute automation
90%+ time savings on bid processing. AI-powered email classification and document analysis for a construction company.
Education x AnalyticsReclaiming 25% of lost instructional time
Python library inferring camera status from Zoom QoS metrics. Real-time dashboards for virtual school engagement.
Consumer x MobileAI-powered watch face recommendations
Dual-platform Swift/SwiftUI app with AI color extraction and custom watch face format. 71 Swift files, MVVM architecture.
How We Build
A 6-step methodology for AI that works.
HCI / Wireframing
Georgia Tech MS HCI
Understand the user before writing a line of code. Map workflows, identify pain points, prototype the interface.
SpecKit / Specify
Software Architecture
Translate understanding into precise specifications. Define inputs, outputs, edge cases, and failure modes.
Pure Functions
Computer Science
Build modular, testable components. Each function does one thing with predictable inputs and outputs.
Test-Driven Development
Engineering Discipline
Write the test before the code. Every behavior is verified. Every edge case is covered.
Regression Testing
Production Experience
Ensure nothing breaks when things change. Continuous validation against the full behavioral surface.
AI CI/CD
Modern AI Ops
Deploy with AI agents in the loop. Automated quality gates, evaluation pipelines, and continuous improvement.
Ready?
Start an engagement.
Whether it's strategy, system development, or workflow automation — we build what works.
Get in Touch