A U.S.-based small business developing privacy-aware Local LLM, RAG, data, and secure software prototypes for research validation, public benefit, and commercial transition.

Technical innovation, measurable validation, and a path to deployment
Private inference, RAG, vector search, voice AI, evaluation, and safety controls for research and domain-specific applications.
Customer discovery, market positioning, pilot planning, competitive differentiation, and evidence for commercial transition.
Structured datasets, ETL, knowledge modeling, embeddings, retrieval, analytics, and reproducible evaluation pipelines.
Secure web and mobile prototypes, APIs, dashboards, integrations, and documented test workflows from concept through pilot.
AWS/Azure, private and hybrid deployment, IAM, network resilience, backup, migration, and security assessment support.
Milestones, acceptance criteria, model evaluation, QA, risk tracking, technical reports, and sponsor-ready documentation.
ATOZ SERVICE, INC is a U.S.-based small business founded in 2021, focused on applied AI research, privacy-aware data systems, software prototyping, and technical validation.
The company is led by a principal with over 25 years of experience in software engineering, data systems, and technical program leadership.
We reduce technical risk by transforming complex data into structured, explainable, and queryable systems with measurable milestones, controlled outputs, and a practical path from prototype to pilot and commercialization.
Voice AI, RAG, vector retrieval, feedback, and safety-oriented application workflows for non-diagnostic support and research validation.
Past software and workflow experience supporting virtual visits, secure communication, multilingual access, and follow-up operations.
Privacy-aware local inference, grounded retrieval, evaluation, and controlled-output architecture for sensitive organizational knowledge.
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Python, PyTorch, TensorFlow, Hugging Face
Pandas, SQL, NoSQL, Apache Airflow
AWS, Azure, Docker, Kubernetes
React, PHP, Node.js, Modern UI/UX
Data Privacy, IAM, Secure Architecture
Chatbot Prototyping, NLP Research