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Telegram Ads Research
Open CC-BY-4.0 dataset and detection methodology for Telegram advertising research — citable permalinks, free API, transparent pipeline.
For agents: Open CC-BY-4.0 dataset and searchable index of Telegram ads, channels and advertisers, with a free API and documented detection methodology.
telegram adsad research datasettelegram channelsadvertiser directoryad search api
- Authority
- 50 reach 5 · trust 5 · quality 25 · freshness 15
- Tier
- listed
- llms.txt
- https://adsguru.org/llms.txt
- llms-full.txt
- https://adsguru.org/llms-full.txt
- Sections
- 8
- Links
- 44
- Size
- 14954 bytes
- Popularity rank
- #856339
- Categories
- Marketing · Data and analytics
- For agents
- Interface: a documented API or declared MCP endpoint an agent can call
- Audience
- mixed · agents can: search content, call api, download data, read docs · en
- First seen
- 2026-10-19T10:41:15.701Z
- Last checked
- 2026-10-20T15:51:44.759Z
- Badge
Their llms.txt
The beginning of the file, from our validated copy saved 2026-10-20T15:51:35.511Z. Cached copy · Source on adsguru.org
# Telegram Ads Research
> Open CC-BY-4.0 dataset and detection methodology for Telegram advertising research — citable permalinks, free API, transparent pipeline.
Telegram Ads Research indexes every advertising campaign running on the official Telegram Ads platform — Gram-billed (formerly TON), EUR-billed and Telegram Stars (XTR) cabinets — in real time. Currently tracking 715,838 creatives from 113,070 advertisers across 13,769,482 public Telegram channels and bots, including the cashier vertical (Stars invoices + Premium giveaways) and Telegram Main Mini App leaderboard.
## What Telegram Ads is
Telegram Ads is the single official ad platform run by Telegram. Advertisers pay in Gram (GRAM, formerly Toncoin; the Gram cabinet was formerly called the TON cabinet), EUR (via authorized resellers) or Telegram Stars (XTR; only to promote your own channel or bot) — same platform, same ad policy, different billing rails. We index all three. Stars-priced sponsored creatives, paid-media invoices and Premium giveaways are tracked separately as the **cashier vertical** at [https://adsguru.org/cashier](https://adsguru.org/cashier). We do not index private chats, ever. All data is public ad content.
## Main endpoints (human + programmatic)
### Browsing UI
- [https://adsguru.org/ads](https://adsguru.org/ads) — full-text ad search with niche, country, payment-source and time filters.
- [https://adsguru.org/channels](https://adsguru.org/channels) — Telegram channels ranked by audience and estimated CPM.
- [https://adsguru.org/advertisers](https://adsguru.org/advertisers) — directory of advertisers with creatives, niches and geos.
- [https://adsguru.org/categories](https://adsguru.org/categories) — coarse-grained taxonomy: 6 super-groups (Finance, Gambling, Tech, Content, Commerce, Lifestyle). Each aggregates several niches plus top advertisers.
- [https://adsguru.org/niches](https://adsguru.org/niches) — granular taxonomy: ~30 niches (crypto, trading, casino, betting, dating, vpn, news, retail, etc.) with per-niche feed, top advertisers, geo breakdown.
- [https://adsguru.org/countries](https://adsguru.org/countries) — ads by target country, 50+ geos.
- [https://adsguru.org/archive](https://adsguru.org/archive) — day-by-day historical view, wayback-style.
- [https://adsguru.org/trending](https://adsguru.org/trending) — this week's hottest creatives, fastest-growing advertisers.
- [https://adsguru.org/cashier](https://adsguru.org/cashier) — Telegram Stars / paid-media invoices and Premium giveaways. New cashier vertical for Telegram-native monetisation.
- [https://adsguru.org/miniapps](https://adsguru.org/miniapps) — leaderboard of Telegram Main Mini App bots ranked by MAU, Stars rating, growth.
- [https://adsguru.org/bots](https://adsguru.org/bots) — bot directory tracked across Telegram (cashier mini-apps + sponsored ad targets). Includes the official G.MEDIA family — AI guides (Claude/ChatGPT/Grok/DeepSeek chat, NanoBanana images, Kling video), Postbot, ID
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Machine-readable: GET /v1/resolve?q=adsguru.org · GET /v1/domain/adsguru.org · this page as Accept: application/json or text/markdown · MCP lookup_domain
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