GTM Sauce

Halo AI · B2C · AI photo editing app

Put an AI bot in Discord that writes scripts from your million-view videos

Creators use it daily for new scripts; no numbers

Workedcreator-opsorganic-short-video

What they did

Downloaded every video with 1M+ views, ran them through Gemini for transcripts and summaries, stored as local text files for an OpenClaw agent in the creator Discord. Creators ask it for new scripts/ideas; it pattern-matches on what worked. Also pulls trending TikTok keywords and hashtags (via Scrape Creators) and fits trends (e.g. the Olympics) into the format.

What happened

Many creators use it every day to generate script ideas.

In their words

Dillion Verma - 0 to $300k/mo in 45 days with my ai app (just copy me)

Play from 27:19
27:11

JosephThat agent is really interesting, the OpenClaw thing. Like, how do you how did you train an agent to know how like what makes the videos good?

27:19

Dillion VermaWe took all of our videos which had over a million views, we downloaded them, fed them through Gemini to get the transcript and like a general understanding, and stored all the data, I think, in text files locally with OpenClaw. But whenever OpenClaw, like our OpenClaw instance gets a question like, "Tell me a new video format," or like, "Help me make a script," it can go and refer to all the existing videos it knows about, and like get an idea of like what scripts work. So, there's certain scripts which work really well, certain scripts which which don't, but it just knows the ones which work, and then it sort of like pattern matches, makes a new script, which is pretty good.

27:54

Dillion VermaLike uh, actually what we've seen is that a lot of our creators are actively using the OpenClaw every day, like they're always asking questions, helping helping to generate script ideas for them. And we've also uh hooked up the OpenClaw to TikTok API, so whenever there's a new trend on TikTok, OpenClaw can go hold the API, figure out like what the new trends are, get a list, and then fit that trend with our scripts, and then get like a new video uh idea or script ready for creators.

28:19

JosephThis agent is essentially acting as a coach to your creators and a idea generator remixed from the, you know, all the million-plus-view videos. And I imagine like it's able to give pretty diverse feedback to each creator, not just spit out the same thing over and over because you're getting so many new million-view videos every week, so the outputs are probably going to like shift over time, and kind of follow the trends of, you know, what which …

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Tags: discord, tiktok, ai-agent, script-generation, trend-tracking