Get your Telegram group seen by AI.

Ask an assistant “find me an active Telegram group about X” and it does something simple: it searches, opens pages, and checks. If it can verify a claim, it can repeat it with confidence; if it can’t, it moves on. This is the new discovery layer — sometimes called generative engine optimization (GEO) — and it rewards communities that are checkable, not just well-described.

Telegram groups are hard to check from the outside. An invite link shows a name, a photo, and a member count — nothing about whether anyone actually talks. That is the gap a public stats page closes: an assistant (or a cautious human) can open your Limzo profile and see this week’s messages, active members, reply culture, and mood before recommending or joining. On Limzo’s own servers, ChatGPT already opens group profiles mid-conversation, and crawlers from OpenAI, Anthropic, and Perplexity regularly read the machine-readable feeds.

Every group with a public profile automatically gets three machine-readable surfaces: the stats page itself, a JSON feed at limzo.com/s/<yourgroup>.json with the same aggregate numbers, and a machine index (llms.txt plus an OpenAPI spec) that tells AI tools exactly how to read everything. There is nothing to configure — if your public page is on, your group is AI-readable. Developers can go deeper in the API docs.

Just as important is what is not there: the feed never contains members’ actual messages, on any plan. Private groups expose aggregate numbers and the leaderboard only, and the feed always follows your public page’s visibility — restrict or hide the page and the machine-readable side goes with it. AI visibility is a different format for what your public page already shows, never a wider window into your chat.

1. An instant health read. Paste this into ChatGPT or Claude: “Open https://limzo.com/s/yourgroup.json and tell me how my community is doing — the trend, the mood, and what I should fix first.” The assistant reads a week of daily numbers, the leaderboard, and the mood, and answers in plain language.

2. A custom “community analyst” GPT. In ChatGPT, create a custom GPT and import https://limzo.com/api/public/openapi.json as an Action. That is the whole setup: your GPT can now pull any public group’s live stats on request — yours, or communities you are comparing.

3. A live dashboard with no backend. The feed allows browser requests from anywhere, so one prompt — “build a single-file HTML dashboard that fetches my group’s Limzo JSON and shows the trend, leaderboard, and mood” — gives you a working page you can keep on a second screen.

And the passive one: put your limzo.com/s/ link in your group’s description, on your website, and in your social bios. Every place it appears is a place an AI can find and verify your community.