AI Tech and Agentic Engineering with LLM
Transform enterprise workflows with custom tool-calling agents and secure large language models.
Unlock Enterprise Generative AI without compromising data privacy. Revolic Tech specializes in developing autonomous tool-calling AI Agents, Retrieval-Augmented Generation (RAG), and Integrating LLMs from Google, OpenAI, Anthropic, or Azure with your ERP, CRM, and Internal Document Management Systems.
Technical Architecture & Protocol Blueprints
Comprehensive structural diagrams illustrating verified enterprise protocols, message exchange flows, and system integration patterns.
AI Technology for Enterprise: Adoption & Architecture Stack

5-Tier enterprise AI architecture spanning Strategy & Governance, Business Applications Layer (Front & Back Office), Orchestration & APIs (Agentic AI & Prompt Management), AI/ML Platform & RAG, and Shared Central Data Foundations.
Key Modules & Functional Subsystems
Autonomous Task-Executing AI Agents
Multi-step reasoning agents that interact with APIs, generate ERP purchase orders, query telemetry, and resolve client tickets.
Enterprise Retrieval-Augmented Generation (RAG)
High-accuracy semantic search over millions of internal PDFs, contracts, SOPs, and database tables with zero hallucination.
Google Vertex AI & Semantic Kernel Orchestration
Enterprise orchestrators routing complex queries across specialized sub-agents with guardrails, evaluations, and audit logs.
Private Enterprise LLM Gateways
Data-isolated LLM deployments ensuring company proprietary data is never used for public model training.
Enterprise Capabilities
- Grounding generative AI directly into Microsoft Dynamics 365 and enterprise data schemas
- Role-Based Access Control (RBAC) filtering on all AI semantic search outputs
- Private Google Vertex AI & Azure OpenAI network isolation via Virtual Networks and Private Endpoints
- Automated tool-calling and function execution with human-in-the-loop approvals
- Comprehensive LLM observability, latency tracking, and prompt token management
Deterministic Tool-Calling Guardrails
Agents adhere strictly to typed schemas with schema validation and validation barriers before writing to production databases.
Data Privacy & Compliance Isolation
Zero data retention agreements guarantee your prompts and proprietary intellectual property remain strictly confidential.
Proven Real-World Deployments
Production-grade enterprise solutions, healthcare integrations, and automated pipelines.
Faculty of Medicine Ramathibodi Hospital
Division of Endocrinology and Metabolism, Department of Medicine, Mahidol University
Managing continuous glucose monitoring (CGM) and blood glucose monitoring (BGM) datasets from heterogeneous diabetic patient devices, where proprietary formats created substantial manual workloads for specialized physicians and nursing staff while constraining clinical research.
Engineered an automated Agentic Engineering data pipeline and specialized clinical dashboard adhering to international HL7 FHIR healthcare standards. The platform normalizes multi-source CGM/BGM telemetry, empowering endocrinologists and nursing teams with rapid diagnostic intelligence and robust data infrastructure for diabetes research.
Frequently Asked Questions
Ready to implement AI Tech and Agentic Engineering with LLM?
Schedule an architectural scoping workshop with our lead Microsoft & Google Cloud certified experts.