Comparing Neo-Grounded Theory, LOGOS, AcademiaOS, and GNG+MST Concept-Structure Analysis
Executive Summary This report argues that the four approaches under comparison do not belong to a single methodological family in the same sense. Neo-Grounded Theory, LOGOS, and AcademiaOS are best understood as LLM-era attempts to automate, augment, or scale grounded-theory-style qualitative analysis for scholarly inquiry. By contrast, GNG+MST concept-structure…
Integrated AI After the LLM Boom
Executive summary Detailed research report for article writing Background and context. Neural AI’s achievements remain extraordinary. Frontier models now write and summarize text, generate and debug code, handle multimodal inputs, and in many products invoke external tools, search the web, or…
How to Build Enterprise AI
How Companies Create AI Systems That Actually Work in Business As generative AI advances, more companies are asking the same question: How do we build AI that works inside a real business environment? Using a consumer chatbot alone is not…


























