Satvik enhanced the transcription evaluation process in the vocera-ai/docs repository by developing a refined scoring system for the Transcription Accuracy metric. Focusing on documentation and technical writing using Markdown, Satvik updated the evaluation criteria to emphasize the importance of significant words, thereby aligning the metric more closely with real-world business impact. The work included clarifying the metric’s description to reduce ambiguity and improve reproducibility, supporting more informed model refinement and stakeholder decision-making. This targeted feature addressed the need for more meaningful accuracy assessments, demonstrating depth in both technical documentation and the practical application of evaluation methodologies within the project’s context.