This glossary is a curated collection of essential terms that guide organizations through the end-to-end journey of adopting AI. From awarenes to development and deployment, it translates complex AI concepts into practical language.
AI Adoption & IT Outsourcing Glossary
Hi there, welcome to AI Adoption & IT Outsourcing (ITO) Glossary by SmartDev is designed to help you navigate the rapidly evolving landscape of modern technology. From foundational concepts to advanced AI frameworks, this curated resource brings together the key terms that drive scalable software development and digital transformation.
AI Adoption Glossary
Awareness
Einführung von KI
AI Enterprise Roadmap
AI Readiness
KI-Strategie
AI Use Cases/ Business Case for AI
Data Foundation
Cloud Architecture
Data Engineering Capability
Daten-Governance
Data Infrastructure
Data Strategy
Development & Experimentation
AI Model Development & Training
AI Prototyping
Generative KI
Maschinelles Lernen
Model Development
Deployment & Integration
KI-Agent
KI-Integration
AI Model Deployment & Monitoring
Scaling & Operations
KI-Governance
AI ROI
AI Security & Compliance
AI Transformation
Verantwortungsvolle KI
Core Concepts
Agentic Engineering
AI Adopters
AI-assisted Engineering
Autonomous Coding
Cognitive Load Shift
Graduated Autonomy
Human-in-the-Loop
Production-Grade AI Development
Vibe Coding
Workflows & Coding Tasks
Agent Orchestration
Agentic Flow
Agent-to-Human Handoff
AI Bug Fixing / Debugging
AI Code Completion
AI Code Explanation
AI Code Refactoring
AI Code Review
AI Test Case Generation
AI-Powered Documentation Generator
CLI Interaction
Code Translation / Migration
Complexity Threshold
Diff / Patch Application
Goal-Driven Development
Intent Recognition
Long-term Coherence
Multi-Agent System
Multi-file Editing
Data, Context & Memory
AI Context Window
API (for AI Tools)
CLAUDE.md / .cursorrules
Data Leakage
Datenschutz
Deterministic Output
Embedding
Fine-tuning
Grounding
Hallucinations (in code)
MCP (Model Context Protocol)
On-premise AI / Self-hosted Models
Probabilistic Output
Prompt Engineering
RAG (for Code)
Rate Limiting
Retrieval Augmented Generation (RAG)
Synthetic Data
System Prompt
Token
Token Consumption
Governance, Risk & Quality
Agent Failure Mode
AI Coding Agent
AI Slop
AI-as-a-Service (AIaaS)
Bias (in Code Generation)
De-skilling Risk
Explainability (in Code Context)
Guard Rails
IDE Integration
Model Drift
Oversight Layer
Pipeline (AI-augmented CI/CD)
Shadow AI
Technical Debt (AI-induced)
Technical Governance
Vector Database
Verification Loop
IT Outsourcing Glossary
A
Access Control
Kontoverwaltung
Agile Development
Agile Methodology
Agile Transformation
AI Engineering
API Integration
Application Maintenance
Anwendungsmodernisierung
Architecture Design
Automation TestingBacklog Grooming
B
Benchmarking
Bench Management
BOT Model (Build–Operate–Transfer)
Geschäftsanalyse
Business Model
Business Process Outsourcing (BPO)
Business Requirement
C
Capacity Planning
Change Request
CI/CD Pipeline
Client Discovery Call
Client Onboarding
Client Retention
Client Satisfaction Score
Cloud-Migration
Cloud Native Development
Code Refactoring
Code Review
Commercial Proposal
Containerisierung
Continuous Delivery
Continuous Integration
Cross-selling
Customer Success Management
D
Data Encryption
Datenmigration
Datensicherheit
Dedicated Development Team
Delivery Management
DevOps
Digitale Transformation
Distributed Development Team
E
Employee Retention
End-to-End Testing
Engineering Culture
Engineering Productivity
Enterprise Architecture
Escalation Management
Event-driven Architecture
F
Fixed Price Contract
Functional Specification
G
Global Delivery Model
Governance Framework
GraphQL
H
Hybrid Delivery Model
Hyperautomatisierung
ICH
Infrastruktur als Code
Integration Testing
Issue Tracking
IT Consulting
IT Outsourcing
K
Kanban Workflow
Key Performance Indicators (KPI)
Knowledge Transfer
Kubernetes
M
Lead Generation
Long-term Partnership
M
Verwaltete Dienste
Milestone-Based Contract
Microservices Architecture
Minimum Viable Product (MVP)
Monolithic Architecture
N
Nearshore Development
Net Promoter Score (NPS)
O
Offshore Development
Offshore-Entwicklungszentrum (ODC)
Onshore Development
P
Penetration Testing
Leistungstests
Pilotprojekt
Pre-sales Engineering
Product Backlog
Project Charter
Project Governance
Project Roadmap
Proof of Concept (POC)
Q
Qualitätssicherung
Quality Engineering
R
Regressionstests
Request for Information (RFI)
Request for Proposal (RFP)
Request for Quotation (RFQ)
Resource Allocation
Retainer Model
Revenue Share Model
Risikomanagement
S
Scrum Framework
Security Audit
Serverless Computing
Service Level Agreement (SLA)
Skill Matrix
Software Development Lifecycle (SDLC)
Solution Architecture
Solution Pitch
Sprint Planning
Personalaufstockung
Stakeholder Management
Story Point
Strategische Technologiepartnerschaft
System Design
Systemintegration
T
Talent Pool
Technical Architecture
Technical Debt
Technical Interview
Technical Proposal
Technology Partner
Test Case
Test Strategy
Time & Material Contract
U
User Story
Unit Testing
Upselling
User Acceptance Testing
V
Vendor Ecosystem
Vendor Management
Versionskontrolle
Vulnerability Assessment
B
Waterfall Development
Work Breakdown Structure
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