Enterprise Strategic Foresight & AI Assessment Simulation Engine
Coupled Non-Linear Simulation Engine & 6-Layer Architecture (Thammasat AI Center Standard)
Survey Diagnostic Vectors Scale 1.0 - 5.0
Artificial Intelligence Architecture (6-Layer Pyramid)
AI Governance & Operations Spine
Ethics & Bias Security & IP Risk Gates Human-in-the-Loop Spine: --%
Sales Growth Cost Reductions Satisfactions
Intent × (L2/5.0) Realized RROI
Core Workflows Process Redesign Adoption Leadership
Process Velocity Change Readiness End-to-End SOPs
Office 365 Adobe CC Gemini Claude Enterprise AI UI
Daily Active Users Copilot Assistants Approved Tools vs Shadow AI
ML / Deep Learning LLMs / Agents Fine-Tuning & SLMs
Data Throttle Factor: min(1, D/3.0) Solution-Fit Check
Data Pipelines Vector Stores Master Data / Enterprise RAG
Data Readiness Bottleneck Cleanliness & Lineage
Compute (GPU / TPU) Cloud / Hybrid Clusters Low-Latency Edge Serving
Throughput & Compute Quotas Architecture Integration
Layer 1: Strategic Goals
Sales Growth • Cost Reduction • Public ROI
--%
Layer 2: Business Process
Workflows • Process Redesign • Friction
--%
Layer 3: Applications
Office / Adobe • Gemini / Claude • Frontends
--%
Layer 4: AI Model
Deep Learning • LLMs / Agents • Fine-Tuning
--%
Layer 5: Data Readiness
Pipelines • Vector DBs • Master Data / RAG
--%
Layer 6: Tech Infrastructure
GPU/TPU Compute • Cloud/Hybrid • Edge
--%
AI CENTER THAMMASAT UNIVERSITY ARCHITECTURAL STANDARD
Workforce Archetype Transition Distribution
Explorer:
Productivity User:
Workflow Improver:
Transformation Enabler:
Model 3 Stage-Gate Verdict
Mean Gate Score: -- / 5.0
Active Stage-Gate Blockers
Automated Strategic Alerts