AI-Assisted Production of High-Quality Content: A Framework for Optimizing Content Quality Using Large Language Models
AI-Assisted Production of High-Quality Content: A Framework for Optimizing Content Quality Using Large Language Models Research article with executable appendix, CQI metric, evaluation protocol, and DOCX-generation workflow Prepared as a publication-style research blueprint with executable appendix Abstract Large language models (LLMs) can generate publishable-looking prose at low marginal cost, yet reliable production of genuinely high-quality content remains an unresolved systems problem. This article develops a publication-style framework for optimizing content quality under realistic constraints: imperfect retrieval, hallucination risk, uneven argument structure, style inflation, and evaluator bias. We define quality as a multidimensional construct spanning informational quality, argument quality, linguistic quality, and engagement quality, and formalize these dimensions in a measurable Content Quality Index (CQI). The framework integrates retrieval-augme...