An AI workflow can scrape trending TikToks using a tool like Appify, analyze video content and comments with Gemini, and generate tailored creative briefs based on a brand's style guide. This workflow transforms days of manual research into a minutes-long, data-driven process.

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Gemini 3 can intelligently segment long-form video by identifying ideal clips for specific platforms and purposes, like a "spicy take for LinkedIn." It provides exact start/end times, dramatically accelerating the social media content creation workflow for repurposing content.

The largest advertisers on platforms like Meta launch over 10,000 new creatives a year, equating to more than 40 per workday. This massive scale of experimentation is manually impossible for most companies, creating a clear market need for AI platforms that automate and scale video production.

AI can now analyze video ads frame by frame, identifying the most compelling moments and justifying its choices with sophisticated creative principles like color theory and narrative juxtaposition. This allows for deep qualitative analysis of creative effectiveness at scale, surpassing simple A/B testing.

A specialist can build a complex, multi-step AI workflow and then expose only key inputs to the team. This turns their expertise into a scalable, self-serve "app" for marketers, enabling on-demand, on-brand creative generation without direct designer involvement.

By natively embedding a full suite of AI tools for video generation, editing, and ideation, TikTok is evolving beyond a content distribution platform. It is becoming a self-contained creation engine, reducing creator reliance on third-party apps and positioning itself to challenge YouTube's dominance.

The optimal human-AI workflow involves feeding AI both unstructured data (TikTok videos, comments) and structured data (brand bibles, target audiences). AI excels at synthesizing these disparate sources into a near-complete output, like a creative brief, leaving the final 20% of strategic refinement to human experts.

Leverage AI to analyze your year's worth of data to quickly identify top-performing content. AI can then go a step further by summarizing these top pieces or extracting key takeaways, creating new derivative content from your existing assets with minimal manual effort.

Creating "best of" content roundups is now easier with AI. Instead of manually sifting through data to find top performers, marketers can use AI to quickly identify popular content and even extract key summaries, significantly speeding up the creation process and enabling deeper insights.

Sophisticated AI video tools like Creatify analyze vast public databases of successful ads to identify common narrative patterns. This distilled "template" of a good story arc is then used as an underlying conceptual framework to structure new content, increasing its probability of success.

Use advanced AI features like ChatGPT's "agent mode" to perform multi-step, autonomous research. Schedule recurring tasks for the AI to analyze the latest social media algorithm changes and generate content strategies based on its findings, saving significant time.

Automate Ad Research by Scraping TikTok and Generating AI-Powered Creative Briefs | RiffOn