The visual memory model processing millions of hours of video sounds like a massive technical achievement. Building that kind of infrastructure and maintaining accuracy at scale is no joke. The natural language query interface is smart - 'Which influencers are best for promoting cat food?' is way more intuitive than drilling through filters and categories. That user experience could be a real differentiator. For us, the challenge is always finding creators who drive actual conversions, not just engagement. If your model can identify patterns around commercial effectiveness - like which video styles or creator characteristics lead to sales - that would be incredibly valuable. Most tools stop at vanity metrics. Looking forward to seeing how this evolves. The video intelligence space needs better tools.