Heraldcast runs AI agents that scan TikTok, Reels and Shorts for your niche and score videos by how far it outperforms its creator's audience, so you catch outliers while they're still climbing. Then it tells you why they work: a topic map with impact and saturation that shows open lanes before they're crowded, analyst insights on the formats and hooks behind the winners. Less doomscrolling for ideas, more knowing exactly what to film this week or simply understand the market
