Refine AI Alignment in Northquill Platform

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Animation, Voice Talent, Machine Learning (ML), Commercials, Video Editing, Natural Language Processing, AI Model Development, AI Integration · Hi — I have an existing SaaS product called Northquill.ai.

Northquill takes an existing PowerPoint presentation plus narration and creates a finished narrated MP4.

The particularly important use case is NOT AI-generated narration. It is taking one existing continuous long-form recording and automatically determining when the presentation should advance through the original slides.

My real-world stress test is approximately:

- 4 hours of continuous existing narration - roughly 150 PowerPoint slides - no existing timestamp map

Northquill already has an AI alignment/review workflow, but it consistently fails at this scale.

The biggest problems are:

- suggested timings lean heavily toward approximately equal splitting of the total audio across the slides; - the AI does not understand the semantic relationship between narration and individual slides well enough; - some slides may legitimately remain on screen for seconds while others may remain for several minutes; - the slide thumbnails in the existing review interface are currently failing to load; - the review step exists, but too many of the AI recommendations need correction.

I do NOT want a simple improvement to the equal-