End-to-end AI consulting from strategy to real operational systems.
AI&S is a U.S.–based consulting and technology firm helping organizations design and deliver end-to-end AI transformation — from strategy and data platforms to models, GenAI agents, and production systems.
Company Overview
AI&S, LLC (Artificial Intelligence & Systems) specializes in AI strategy, data & AI platforms, AI agents & GenAI, manufacturing AI, and medical AI. We partner with leading companies, universities, and research institutes in the U.S., Japan, and Korea to build practical, scalable AI solutions that are deeply integrated with real operations.
Core Service Domains
Eight consulting areas that align with global AI industry standards.
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1AI Strategy & Roadmap 3–5 year AI value and execution plan
Define where AI should create value and how to get there over 3–5 years.
- AI vision & business model design
- AI maturity assessment
- ROI & cost-optimization modeling
- AI governance, ethics, and operating model
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2Data Strategy & AI Platform Foundations for reliable, reusable AI
Build the data and platform foundation that makes AI reliable and reusable.
- Enterprise data architecture
- Data Lake / Lakehouse platforms
- Structured data models for healthcare & manufacturing
- Knowledge Graph / ontology engineering
- API & microservices integration
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3AI Model Development & MLOps From design to deployment and monitoring
From model design to deployment, monitoring, and continuous improvement.
- Predictive & optimization model development
- Quality, demand, and equipment-failure forecasting
- NLP / LLM model development
- MLOps (CI/CD, model registry, versioning)
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4Generative AI & AI Agents Safe automation of complex workflows
Design GenAI and agent systems that automate complex workflows safely.
- LLM-based process and document automation
- AI agent design as next-generation RPA
- RAG system development for trusted retrieval
- Industry-specific LLM fine-tuning
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5Manufacturing AI / Industry 4.0 Digital factories and resilient supply networks
AI for digital factories, smarter assets, and resilient supply networks.
- AI-driven digital twin
- Predictive maintenance & energy optimization
- Quality variation prediction & root-cause analysis
- AI-enhanced MES/MOM integration
- SAP PEO / SAP DM / IoT connectivity
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6Medical AI & Smart Hospital End-to-end AI for clinical operations
End-to-end AI for imaging, biosignals, hospital operations, and regenerative medicine.
- Medical imaging AI (X-ray, CT, MRI, ultrasound)
- Biosignal AI (ECG, PPG, EMG, and more)
- Digital pathology and EMR analytics
- Hospital flow, OR & bed-management AI
- Medical Cloud & regenerative-medicine AI
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7AI Integration & System Implementation AI connected to real enterprise systems
Connect AI to real systems so that insights actually change operations.
- ERP / PLM / MES integration with AI
- Cloud AI architectures (Azure / AWS / GCP)
- Edge AI for factories & hospitals
- API integration, DevOps, and DX program management
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8AI Education & Organizational Enablement Building internal capability that lasts
Help organizations build internal AI capability that lasts.
- Executive AI strategy workshops
- AI literacy & hands-on training
- AI hackathons for practitioners
- AI CoE (Center of Excellence) design & rollout
How We Work
Simple, predictable, and outcome-driven — four clear phases with measurable checkpoints.
- Rapid assessment of goals, constraints, data, and compliance needs
- Stakeholder interviews
- Current-state map & quick wins
- Make it concrete before we build
- Roadmap & architecture
- Success metrics & test plan
- Iterative implementation with tight feedback loops
- Build & integration
- Pilot → production rollout
- Make value durable after go-live
- Monitoring & optimization
- Training & handover