CAI SYSTEMS
Software Systems & Solutions
>We build software that works — complex systems, clean APIs, and products that ship.
Custom Development
Full-stack engineering from concept to production. Web apps, APIs, and data systems built to your spec.
Technical Consulting
Architecture reviews, tech stack evaluation, and strategic guidance for engineering teams.
AI & Machine Learning
LLM integrations, predictive models, and intelligent features that work in production — not just demos.
Infrastructure
Cloud architecture, Kubernetes, CI/CD pipelines, and systems that scale automatically.
Trusted by teams at
HEALTHCARE INTELLIGENCE
Healthcare
Internal ProductAI-powered prior authorization platform for medical practices. Predicts claim denials before submission and generates compliant appeals.
The Challenge
Medical practices lose billions annually to prior authorization denials. Most denials are preventable — but staff lack the tools to catch documentation gaps before submission.
What We Built
Built an intelligence layer that scores documentation completeness against payer-specific requirements in real time. The system predicts denial probability before claims are submitted and auto-generates appeal letters when needed.
Results
FLEET OPERATIONS PLATFORM
Supply Chain & Logistics
J.B. Hunt LogisticsEnd-to-end fleet management and route optimization system for one of the largest trucking companies in North America.
The Challenge
Legacy dispatch systems couldn't scale with fleet growth. Manual route planning was costing millions in fuel inefficiency and delayed deliveries across thousands of daily routes.
What We Built
Designed and built a real-time fleet operations platform with GPS tracking, automated dispatch, predictive maintenance alerts, and AI-driven route optimization that factors in weather, traffic, and driver hours.
Results
ENTERPRISE DATA PIPELINE
Healthcare & Pharma
Johnson & JohnsonHigh-throughput data integration layer unifying clinical trial data, supply chain systems, and regulatory reporting across global operations.
The Challenge
Dozens of siloed legacy systems across multiple business units made cross-functional reporting impossible. Regulatory submissions required manual data reconciliation that took weeks.
What We Built
Built a unified data pipeline with schema transformation, real-time event streaming, and automated compliance reporting. The system ingests from 40+ source systems and normalizes data into a single analytical layer.
Results
TRADING INFRASTRUCTURE
Finance
Proprietary Trading DeskHigh-frequency data pipeline and execution engine. Sub-millisecond latency with real-time market data ingestion across multiple exchanges.
The Challenge
The desk needed a custom execution layer that could aggregate market data from multiple exchanges, calculate signals in real time, and execute trades with minimal latency — all without vendor lock-in.
What We Built
Engineered a low-latency pipeline in Rust with direct exchange connectivity, custom order routing, and a real-time risk management engine. Built to handle burst traffic during market volatility without degradation.
Results
E-COMMERCE DATA ENGINE
Retail
National Retail Chain (200+ locations)Real-time inventory synchronization and dynamic pricing engine across a national retail footprint.
The Challenge
Inventory counts were out of sync across stores and the e-commerce platform, causing oversells and missed revenue. Pricing updates took 24+ hours to propagate.
What We Built
Built a real-time sync engine that reconciles inventory across all locations and the online storefront within seconds. Added a dynamic pricing layer that adjusts based on demand signals, competitor data, and stock levels.
Results
Languages
TypeScript
Python
Rust
Go
SQL
Frontend
React
Next.js
Tailwind
React Native
Backend
Node.js
FastAPI
gRPC
GraphQL
Data
PostgreSQL
Redis
Kafka
MongoDB
Cloud
AWS
GCP
Kubernetes
Terraform
AI/ML
OpenAI
LangChain
PyTorch
Hugging Face
Have a project in mind?
We partner with teams who want to build something real. Let's talk.