Capabilities

We connect AI agents to real production operations.

We focus on operational systems, not demos. Our work combines LLM workflows with production-grade delivery, review, monitoring, and support. We also integrate classical machine vision, NLP, edge AI, and embedded systems knowledge into modern agent workflows.

Core capabilities

AI agent orchestration

We assign AI agents clear roles across CTO direction, business ownership, implementation, and review. Automated dispatch, progress polling, and review gates raise throughput without dropping quality.

AI-driven product delivery

We create a closed loop from spec to ship. Prototype, payment, email, analytics, monitoring, and support operations are connected early so products can reach users quickly.

LLM integration consulting

We integrate RAG, internal agents, document processing, data extraction, and embedded LLM features into existing systems with clear permission and data boundaries.

Applied AI areas

Machine vision

Image recognition, inspection, document image processing, and systems that extract operational data from visual inputs.

Natural language processing

Customer support, information extraction, summarization, voice, and chat experiences redesigned around modern LLMs.

Edge AI

Inference close to the field with latency, power, and device constraints in mind.

Embedded consulting

AI-aware architecture for IoT and industrial devices, including model selection, optimization, and operational monitoring.