TECHNICAL
dialogue scenarios. This holistic approach ensures captions reflect not just what is said, but how and when it is said. Multimodal AI also supports profanity filtering by using contextual analysis to distinguish between offensive and benign uses of similar words, ensuring that censorship is applied appropriately. This is especially important for family-friendly or educational content, where inappropriate language must be handled with precision. Real-World Impact and Future Outlook The integration of AI into caption QC workflows is already yielding significant benefits. Automation reduces the time and cost associated with manual review, while improving consistency and compliance. AI systems can operate at scale, handling vast libraries of content across multiple languages and formats. They also enhance accessibility by ensuring that captions are accurate, well- timed and contextually appropriate for diverse audiences. Many modern captioning platforms now consolidate transcription, review and compliance checks into a unified interface. This streamlines collaboration between automated systems and human reviewers, reducing errors and accelerating delivery timelines. Moreover, the advent of on-device AI chips is enabling real-time processing without reliance on cloud infrastructure. This not only improves performance but also addresses concerns around data privacy and security — an increasingly important consideration in media production environments. Looking ahead, the capabilities of AI in captioning are poised to expand even further. Future systems may offer adaptive captioning that responds to individual viewer preferences, or real-time sentiment-aware subtitles that reflect the emotional tone of a scene. As AI models continue to evolve, they will unlock new possibilities for making media content more inclusive, engaging and expressive.
Future systems may offer adaptive captioning that responds to individual viewer preferences, or real-time sentiment- aware subtitles that
reflect the emotional tone of a scene.
www.interrasystems.com
SEPTEMBER 2025 Volume 47 No.3
109
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