We Build AI Systems That Work in Production. Not Demos.
Specialist AI engineering team for legal tech, healthcare AI, finance automation, and SaaS companies. Production-ready systems in 4–10 weeks. Built by engineers who understand compliance, scale, and real-world load.
Production systems built for regulated environments:
What We Engineer
Technical AI capabilities built for production load, regulatory requirements, and real business results — not proof of concepts.
Production RAG & AI Systems
Semantic search across 100K+ documents, sub-second responses, citation-accurate results. Built on AWS Bedrock, LangChain4j, Pinecone, Weaviate. Java backend, production-hardened.
Document Intelligence Pipelines
End-to-end automation from raw document ingestion to structured workflow output. AWS Textract (99%+ OCR accuracy), Comprehend NLP, classification, extraction, and system integration.
Enterprise API & Microservices
Java/Spring Boot microservices architecture, RESTful APIs, multi-tenant SaaS platforms, PostgreSQL/MongoDB, Redis, Kafka. Built to handle production load without rewrites.
AWS Cloud Engineering
AWS-native architecture using Bedrock, SageMaker, Lambda, EC2, RDS, S3. Kubernetes, Docker, Terraform, CI/CD pipelines. Infrastructure that scales without proportional cost growth.
Computer Vision & Facial Recognition
AWS Rekognition-based authentication systems, real-time face detection and verification, anti-spoofing, GDPR/CCPA compliant deployment, production-hardened for high-volume check-ins.
AI Feature Development for SaaS
Add production-grade AI capabilities to existing SaaS platforms — knowledge base search, document Q&A, intelligent workflows, AI copilots. Integrated into your existing stack without a rebuild.
Systems We Have Shipped
Real systems. Real load. Real results. Everything below is running in production today.
Technical Challenge
No scalable search across large case law and contract document repositories. Manual attorney research taking 6+ hours per case with inconsistent accuracy.
Results
- •70% research time reduction (6 hrs → 1.5 hrs per case)
- •1,000+ daily search queries handled
- •95%+ accuracy with source citations
- •$800K annual savings in billable attorney hours
Technical Challenge
Fully manual claims processing at $800K annual cost, 15% error rate, 8-day average resolution creating customer complaints and operational drag.
Results
- •$500K saved annually (63% cost reduction)
- •85% of claims fully automated
- •Resolution time: 8 days → 3 days
- •Error rate: 15% → 5%
Technical Challenge
No early warning system for high-risk patients. Hospital facing $3M+ in annual CMS readmission penalties with an 18% readmission rate and no predictive capability.
Results
- •39% readmission reduction (18% → 11%)
- •94% prediction accuracy on at-risk patients
- •$1.2M annual savings in avoided penalties
- •Full HIPAA compliance with audit trails
Industries We Build For
We work where technical mistakes have real consequences — compliance failures, audit findings, patient risk, and financial liability. This is where our engineering depth matters most.
Legal Tech & Law Firms
Document AI, contract analysis automation, legal research RAG systems, clause extraction, air-gapped deployment for sensitive data environments.
Healthcare & Life Sciences
HIPAA-compliant AI pipelines, EHR integration (Epic, Cerner, Allscripts), patient risk prediction, readmission reduction, clinical document processing.
Finance & Insurance
Claims processing automation, fraud detection models, KYC/AML workflow tooling, contract analysis, audit-ready data pipelines.
SaaS Companies Adding AI
Production RAG features, document Q&A, intelligent search, AI copilots — integrated into your existing stack. Live in weeks, not quarters.
Why Engineering Teams Choose Us
Production Experience — Not Portfolio Mockups
Our systems serve 10,000+ daily users, process 100K+ documents, and run at 99.9% uptime. We have never shipped a system that failed in production.
Enterprise Engineering Standards
Java/Spring Boot architecture — not Python notebooks that collapse under load. Code your team can maintain, extend, and scale without calling us every month.
Compliance Built In From Day One
HIPAA, CJIS, FedRAMP, GDPR — we design security and compliance into the architecture, not bolted on at the end. Zero security breaches across all deployments to date.
Speed Without Shortcuts
Production systems live in 4–10 weeks. We run 2-week sprint cycles with working demos every fortnight — not a big reveal at the end.
Honest Technical Advice
If your idea won't work in production, we tell you before you spend money. Free 30-minute technical consultation — no pitch, just honest engineering assessment.
Our Engineering Stack
Production-proven tools — not whatever is trending on GitHub this week.
AI/ML
Backend
Frontend
Cloud & DevOps
How We Work
Every engagement starts with agreed success metrics. You know exactly what you are getting before we write a single line of code.
Project-Based Delivery
Fixed scope. Fixed outcome. We agree on success metrics upfront, deliver in 2-week sprint cycles with working demos throughout, and stay until the agreed numbers are hit. Includes architecture, development, testing, deployment, and 30 days post-launch support. No surprises. No scope creep.
Discuss Your Project →Dedicated Engineering Retainer
A dedicated AI engineering team embedded in your product cycle — without the overhead of full-time hiring. Monthly cadence includes active development sprints, system monitoring, performance optimization, and strategy sessions. Ideal for SaaS companies adding ongoing AI capabilities.
Learn About Retainers →Technical Advisory
Bring us in for AI architecture reviews, production system troubleshooting, engineering team training, or technical due diligence before a major build decision. Ideal for CTOs and engineering leads who need an expert second opinion.
Book a Technical Call →Need AI That Actually Works in Production?
Free 30-minute technical consultation. No sales pitch. No obligation. We will assess your requirements, confirm technical feasibility, and give you an honest timeline — before you commit to anything.
Response within 8 hours | Flexible US and UK time zones | HIPAA and CJIS compliant delivery experience