Enterprise Engineering Architecture

Engineered for Deterministic Reliability & Zero Hallucination

Why MTI systems do not compromise enterprise security, hallucinate critical figures, or fail in mission-critical industrial workflows.

Layer 01 SOVEREIGN DEPLOYMENT

Infrastructure & Data Sovereignty

Containerized, air-gapped, or sovereign private cloud deployment. Zero data egress to public LLM training pools. Strict network isolation and role-based access control.

Technologies:Docker, Kubernetes, Python (FastAPI), Node.js (Fastify), PostgreSQL, Redis.
Security Standard:TLS 1.3 encryption in transit, AES-256 at rest, SOC2/ISO aligned architecture.
Layer 02 HYBRID SEARCH & GEOMETRY

Knowledge Retrieval & Geometric Kernels

Hybrid dense-sparse vector indexing for exact part numbers, P&ID instrumentation tags, and mathematical CAD solid modeling kernels.

Technologies:BM25 + Cohere/BGE embeddings, Qdrant, Chroma, CadQuery, OpenCASCADE B-Rep.
Capabilities:Exact alphanumeric tag resolution and mathematical boundary solid representation.
Layer 03 MODELS & OCR

Domain AI & Computer Vision Models

Specialized multi-modal models for layout-aware document extraction, tabular BOQ parsing, bilingual Arabic/English NLP tokenization, and edge visual inspection.

Technologies:Large Language Models, LayoutLM, YOLOv8/v10, TensorRT, HuggingFace.
Capabilities:High-speed multi-column table reconstruction, dialectal Arabic parsing.
Layer 04 AGENTIC REASONING

Agentic Reasoning & State Machines

Autonomous multi-step tool execution with strict confidence thresholding and automatic human-in-the-loop escalation rules.

Technologies:ReAct Frameworks, Temporal, Finite State Machines, Pydantic validation schemas.
Capabilities:Deterministic guardrails preventing unverified actions and hallucinated outputs.
Layer 05 ENTERPRISE INTERFACES

Enterprise Applications & Integration Layers

Sub-second responsive dashboards, interactive 3D browser model inspection, WhatsApp Business API connectors, and non-disruptive ERP/SCADA overlays.

Technologies:Next.js 15, React, Tailwind CSS, WebGL, WhatsApp Business Cloud API.
Capabilities:Native bilingual Arabic/English interfaces with responsive mobile and desktop support.

Review System Security & Architecture

Schedule a technical deep-dive with MTI engineering leadership to review on-premises containerization and data isolation specs.

Schedule Technical Review →