AI & Machine Learning

AI & Machine Learning

We build reliable AI systems that automate complex workflows, extract structured intelligence from unstructured data, and integrate directly into your existing software stack.

Production-first architecture Measurable milestone delivery Senior engineering oversight

Applied AI engineered for accuracy, guardrails, and business ROI

Most AI prototypes fail when exposed to messy operational data, strict latency budgets, or enterprise compliance requirements. Ethix designs and ships production AI systems with evaluation harnesses, deterministic fallbacks, and full observability.

AI Agents & Tool Orchestration

Multi-step agentic workflows that interact with internal APIs, databases, and CRMs while keeping humans in the loop for sensitive approvals.

RAG & Enterprise Knowledge Systems

Hybrid retrieval pipelines, permission-aware indexing, and citation verification so teams get grounded answers from internal documents and technical manuals.

Computer Vision & Document OCR

Object detection, segmentation, satellite/drone imagery analysis, and structured document extraction for construction, logistics, and operations.

Custom LLM Applications

Domain-specific copilots, clinical and legal documentation assistants, voice-to-structured-data pipelines, and multi-modal product features.

OpenAI, Anthropic, Gemini & Open-Weights

Predictive Analytics & ML Models

Forecasting, anomaly detection, visual similarity ranking, and classification models trained and evaluated on your proprietary operational data.

PyTorch, scikit-learn, XGBoost, Vector Search

Production MLOps & Evaluation

Automated evaluation pipelines, prompt/model versioning, latency optimization, cost controls, and continuous drift monitoring.

Verified Case Study

How We Deliver Production AI Systems

From automated satellite imagery segmentation for road infrastructure to enterprise RAG assistants and clinical voice documentation, our AI systems are built to integrate cleanly with existing backend services and user interfaces.

Python & FastAPI PyTorch & OpenCV LangGraph & RAG PostgreSQL & pgvector Automated Evaluation Suites

When to bring Ethix in:

  • You have a proven manual workflow that takes too much staff time and needs reliable automation.
  • An existing AI prototype works in demos but hallucinates or stalls under real production loads.
  • You need senior engineers who can build both the ML pipeline and the full-stack application around it.
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Let's Build Something That Works.

Have a challenging software project, an AI opportunity, or an engineering problem to solve? Let's discuss how Ethix can help.