What we build
- New AI products From idea to production-ready LLM applications, AI agents, RAG systems, evaluations, fine-tuning, and MLOps that stay reliable after launch.
- AI for existing software Embedding AI into products your customers already use without disrupting what already works.
- Legacy modernization Modernizing Ruby on Rails and other legacy applications incrementally, without expensive multi-year rewrites.
- Vibe-coded app recovery Auditing, stabilizing, and transforming AI-generated prototypes into secure, maintainable, production-ready software.
- Cloud & data infrastructure Scalable cloud architecture, real-time data pipelines, and analytics built on AWS, GCP, Azure, Kubernetes, and Kafka.
- Complex software engineering Designing and building high-performance software where reliability, security, accessibility, and long-term maintainability matter.



