Evaluating the Trustworthiness of Gemini 2.5 Pro’s Music Audio Analysis

As someone navigating the complexities of auditory sensitivities, I recently started using Gemini 2.5 Pro to scan music for specific sounds that trigger discomfort, particularly crowd noises. This app has proven to be a game changer for me, as I haven’t fully enjoyed music in nearly a decade. In the past, I relied on friends or family to evaluate songs before I would even consider listening.

Recently, I tackled three tracks by Weezer. According to the app, one track presented a potential trigger, while the other two seemed safe for my ears. Despite the positive feedback on these latter tracks, I find myself hesitant to dive into them, wondering if the app might have misjudged the audio content. Initially, my research relied heavily on external articles and reviews rather than firsthand audio analysis. Once I provided Gemini with individual YouTube links for these songs, the app performed its audio analysis and reported its findings.

This raises some important questions about the accuracy of Gemini 2.5 Pro. How reliable is its audio analysis? Is the app susceptible to false negatives, mistakenly deeming a track safe when it is not? Can it genuinely deliver on its promises?

In this blog, I aim to explore these questions and provide insights based on my experiences and findings. If you’re considering using Gemini 2.5 Pro—or are simply curious about its capabilities—stay tuned as we delve into the details of its audio analysis system. Your auditory experience may depend on it!