How Treg launched OpenSource AEO Toolkit on X
Open-source AEO toolkit that finds every source AI cites
What Treg launched

Introducing OpenSource AEO Toolkit - Find every source AI cites, and the author behind it - Get your product into the sources AI trusts - 1¢ per prompt, no subscription - Access 4000+ data & services Try it at https://t.co/K5MjgVH2km Partner with @cloroai Repo link below 👇 https://t.co/1GdOnFxCGh
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About the launch
Treg's AEO toolkit is an open-source workflow for founders and marketers who want a product named when someone asks an AI what to buy. You paste a short setup into an agent (the published walkthrough uses Claude Code). It turns a few seed phrases into buyer questions, then asks ChatGPT, Gemini, Perplexity, and Google AI Mode which brands they recommend and which sites they cite. The launch lands as those answers are already steering category searches, while keyword intent, AI answers, and page strength usually sit in separate monthly SEO tools. The same run scores every cited page, lists domains that already link to competitors, and reads the page text. It then finds the person behind a Reddit thread, a YouTube video, or a review and drafts a pitch or reply for you to edit. Nothing is sent for you. ChatGPT, Gemini, and Google AI Mode answers come through partner Cloro. There is no subscription. Calls draw from a prepaid balance at the provider's own rate. Treg's cost card puts one full workflow at about $0.31, the launch post prices it at about 1 cent per prompt, and new teams start with $1 of credit. The workflow runs on Treg, the tool gateway founder Jason Zhou is building so an agent can hold one token instead of a folder of provider keys. The company lists more than 4,000 endpoints across 113 providers, and this AEO pass is one job on that catalog. The prompts and the gateway code are public on GitHub, and a team can self-host.
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The Treg launch post reached 60K views on X, with 376 likes, 30 reposts, 75 comments, 620 bookmarks.
Treg launched on X on October 19, 2026 with the message "Open-source AEO toolkit that finds every source AI cites".
Treg's AEO toolkit is an open-source workflow for founders and marketers who want a product named when someone asks an AI what to buy.
Launchvideo.com rated the Treg launch 3.20 out of 5: hook 3/5, editing / creativity 4/5, copy 3/5, sentiment of launch 3/5, distribution strategy 3/5.






