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GenAI Tech Solution Map
Shared Data & Intelligence Platform
Vector /
Graph
Solution catalog (marketplace)
AI Agents
Tools & Interoperability
Orchestration
Models
Context Engineering
Memory
State / History
Instructions /
Prompt
Function calling
Code / Shell
MCP
Knowledge / Retrieval
LLM
Files Search / Vector
RDBMS
Skills
Harness Engineering
Plan/Execute
Routes / workflows
Web search
Embeddings
Agentic AI Platform
Lakehouse
Structured data
Unstructured data
Data Engineering
Data Ingest
Data Governance
Apps / UI
Security, Governance, Safety
Guardrails Access Control Identity
Chatbot
Virtual expert
Docs Q&A
Provisioning
Component
library
Observability Evaluation
Files
Approval / HITL
SLM
ERP/CRM ITSM Enterprise Apps
Agent Infrastructure / Hosting
Serverless
Container
VM
On-premises
Managed Service
Data Science
Analyze Train Deploy
MLOps
Custom LLM
AI Services
APIs
Computer use
A2A
metadata
…
…
Fine-tuning
Development Environments
Code/Prompt
management
CI/CD pipeline
Agentic Coding
Process
Automation
Creativity
Decision Support
GenAIOps
Prompt
library
*powered by McKinsey & Company
Network Responsible AI
Loop / Todo
Checkpoint /
Resume
Compaction
Execution Environment
Sandbox
Semantic Model / Ontology
Workspace
Browser Runtime/Compute
Enterprise Agentic AI
Reference Architecture
2026
2
Gen AI shared data platform
Vector /
Graph
Solution catalog (marketplace)
AI Agents
Tools
Orchestration
Models
Context Engineering
User Prompt
State
Long-Term
Memory
History
Instructions /
System Prompt
Actions
Function calling
Code Interpreter
MCP
Knowledge (RAG)
LLM
Files
Vector/Graph DB
RDBMS
Agent-as-a-Tool
Reasoning
Planning
Routes/workflows
Web search
Embeddings
Gen AI platform
Lakehouse
Structured data
Unstructured data
Data Engineering
Data Ingest
Data control
Apps / UI
Security, Governance, Safety
Guardrails Content filtering Auth
Chatbot
Virtual expert
Docs Q&A
Provisioning
Component
library
Observability Evaluation
Files
Monitoring
SLM
ERP/CRM ITSM Enterprise Apps
Agent Hosting
Serverless
Container
VM
On-premises
SaaS
Data Science
Analyze Train Deploy
MLOps
Custom LLM
GenAI Tech Solution Map
AI Services
APIs
Computer use
A2A
Deep Research
metadata
…
…
2025
Fine-tuning
Development Environments
Code/Prompt
management
CI/CD pipeline
Agentic Coding
Process
Automation
Creativity
Decision Support
GenAIOps
Prompt
library
*powered by McKinsey & Company
Network Responsible AI