Beyond Benchmark - Framework for Comparing GenAI Models & Frontends

Introduction

1. Common Aspects

1. 1.1 Product-Basics
2. 1.2 Company
3. 1.3 Licence & Operations
4. 1.4 Security & Compliance
5. 1.5 Subscriptions & Support
6. 1.6 Links

2. Model Aspects

1. 2.1 Core
2. 2.2 Personality
3. 2.3 Transparency
4. 2.4 Backend
5. 2.5 Interfaces
6. 2.6 Eco-System

2.1 GenAI Core

1. 2.1.1 Architecture
2. 2.1.2 Parameters
3. 2.1.3 Training
4. 2.1.4 Special Agents

2.2 GenAI Personality

1. 2.2.1 MBTI (4)
2. 2.2.2 KPTI (5)

2.3 Transparency

1. 2.3.1 Inference
2. 2.3.2 Training
3. 2.3.3 Operations

3. Frontend Aspects

1. 3.1 Supported Models
2. 3.2 Generators & Operators
3. 3.3 Platforms
4. 3.4 GUI-Features

4. Automation Aspects

1. Mindmap
2. Theory
3. Patterns & Best Practices
4. Abstractions
5. GenAI Toolkits
6. Low-Code & Services
7. Examples

5. Benchmarks

1. 5.1 Attributes (8)
2. 5.2 Products (29)

6. GenAI Systems

1. 6.1 GenAI-Models
2. 6.2 GenAI-Frontend
3. 6.3 AI-Middleware & Automation
4. 6.4 Others

7. Pokebots & Robotics

1. The Categories

8. AI Timeline: A Brief History of Artificial Intelligence

1. 1940 – 1970: Early Theories & Concepts
2. 1970 – 1990: Expert Systems & Symbolic AI
3. 1990 – 2015: Machine Learning & Neural Networks
4. 2016 – 2024: GenAI, Ethics & Societal Impact
5. since 2025: Agentic Shift
6. Primary Sources (selection)

Glossary

1. A - E
2. F - K
3. L - O
4. P - T
5. U - Z

Appendix