Telegram RegisterThe public register of Telegram

Channel

НЕЙРОМЕТРИКС

@kaleneiro

On this record: Growth · Engagement · What this channel posts · Reactions · Advertising · Posts · Citations · Cite this entry

171subscribers

-3 since we began measuring on 7 August 2026

Risers and fallers across the register · movement among entries of Under 1,000.

Register entry

Telegram ID-1003244823915
TypeChannel
Username@kaleneiro
CreatedBetween 1 October 2025 and 31 January 2026— estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded8 August 2026
Last confirmed live14 August 2026
Measurements held3
Confirmed unchanged1 time, most recently 14 August 2026
On Telegramt.me/kaleneiro

Growth

171174172.57 August 2026 — 174 subscribers8 August 2026 — 174 subscribers14 August 2026 — 171 subscribers7 August 202614 August 2026
3 measurements spanning 7 days, net -3. Dots are measurements; the straight line between them is drawn to join them, not to claim we know the path taken in between — snapshots are recorded only when a count changes, so gaps mean “no change observed”, never “interpolated”. The vertical axis spans 171–174 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
14 Aug 2026, 14:47171-3
8 Aug 2026, 14:16174no change
7 Aug 2026, 14:46174first reading

Engagement

20 posts held, back to 10 May 2026the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 1 pageof Telegram’s post history, 20 posts per page.

ERR · 30 days
120.5%
avg views ÷ 171 subscribers
Avg views / post
206
2 posts measured
Reaction rate
this channel exposes no reaction counts
Posts in window
2
of 20 held

ERR is average views per post over the last 30 days divided by subscribers, the definition TGStat uses, so this figure is comparable with the one you will see elsewhere. It falls structurally as a channel grows: a high ERR on a small channel and a low one on a large channel describe reach mathematics, not quality. We publish the figure and the sample it came from and pass no verdict on it.

ER is defined industry-wide as (forwards + reactions + comments) ÷ views— note the denominator is views, not subscribers. Telegram’s public web preview carries views and reactions but not forward or comment counts, so the reaction rate above is the reactions term only and is therefore a floor: the true ER for this channel is higher by an amount we have not measured and will not estimate.

What these figures were computed from
WindowRolling 30 days · latest post in window 17 July 2026
Posts held20 (10 May 202617 July 2026)
Views total412
Reactions total
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken8 Aug 2026, 14:16 UTC

Views are a single reading per post, taken at the time above. A post published in the last day or two is still accumulating views, which pulls the 30-day average down slightly. That is a property of the standard definition rather than a fault in it, so we keep the definition rather than “correcting” the number into something nobody can reproduce.

Precision. Telegram publishes view counts on its public widget in short form — 8.12K, 3.7M — so any reading at or above 1,000 reaches us rounded to three significant figures, and only counts below 1,000 are exact. Averages and rates derived from them are shown to the same precision rather than to the unit: a figure like 3,701,250 would assert digits nobody measured.

Reaction counts are published per emoji and rounded the same way, so a total below 1,000 is exact and a larger one is a sum that may carry a rounded component from each emoji above 1,000. Because it is a sum, it does not look rounded — read a large reaction total as three significant figures per contributing emoji rather than as the figure it prints.

What this channel posts

Video runtime
10m 36s
Average length
3m 32s

Measured directly from 3 videos with a duration reading, out of the posts we hold for this channel — not this channel’s whole posting history, only the sample this register has actually read. An exact reading to the second, taken from the post itself rather than from Telegram’s own rounded chrome, so it carries no mark.

Reaction mix

6 reactions across 3 posts, in 3 distinct kinds. The most used accounts for 66.7% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
466.7%
💯116.7%
🔥116.7%

No sentiment is inferred, and none should be read in. This table is ordered by count and by nothing else. Emoji do not carry stable meaning across languages or communities — 🙏 is thanks in one channel and mourning in another — so we publish which ones were pressed and how often, and pass no judgement on what an audience meant by them.

Precision. Telegram publishes reaction counts per emoji and short-forms each one — 4.34K, 1.2M — so any single kind at or above 1,000 reaches us at three significant figures, and only counts below 1,000 are exact. The shares above are ratios of those figures and carry the same error. This is also why the total here can differ slightly from a reaction total printed elsewhere on the page: both are sums of the same rounded parts, taken over samples with different edges.

Coverage. Reactions were read on 3 of the 20 sampled posts in this sample. Summed by Telegram’s own count on each post — not by adding up the per-emoji breakdown above — those same posts carry 6reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 20 most recent posts we hold, published 10 May 2026 to 17 July 2026, using the newest reading held for each. Telegram Stars are excluded: they are a payment, not a reaction, and they have their own section.

Advertising

Ad load
10.0%
2 of 20 posts carry an ad marker
Regulatory tokens
2
posts carrying an erid · 2 distinct tokens
Median views · ads
52.0
over 2 measured posts
Median views · rest
76.0
over 18 measured posts

An ad marker, not a judgement about a post. A post is counted here because it carries one of two explicit markings: an erid token, which Russian law has required on paid placements since 2022 and which is issued against a specific advertising contract, or a #реклама / #ad hashtag in the body, which is the channel declaring it itself. The first is documentary; the second is a self-declaration and is weaker. No classifier reads the text and decides — nothing on this site guesses that a post is an advertisement.

This is a floor, and it can only ever be a floor.A channel that runs paid placements without marking them produces no marker for us to count, and an unmarked ad is indistinguishable from an ordinary post on the public surface. The ad load above therefore means “the share of posts that declared themselves”, never “the share of posts that were paid for”. A low figure is not evidence of a channel that runs few ads.

Both figures are medians, and no ratio between them is published. Each is a view reading that actually occurred on a post, picked by percentile_disc rather than averaged, so one viral post cannot move it and no interpolated value is invented between two readings. The sample on one side is under five posts, which is too thin to compare. The two figures are shown side by side with the count behind each, and deliberately not divided into a headline like “ads get x% fewer views” — an arithmetic that is easy to print and, at this sample size, means nothing.

Advertising tokens recorded on this entry
eridPostsFirst seenLast seen
2VtzqvLV6Lp11 June 20261 June 2026
2VtzqwXpPyb12 July 20262 July 2026

A token repeated across several posts is one advertising contract placed more than once, which is what the identifier is for. The strings are reproduced exactly as they appeared in the post or in its click-through URL and are not validated against any registry — we record the marker a channel published, and whether it resolves to a real contract is a question for the register that issued it.

Measured over the 20 most recent posts we hold, published 10 May 2026 to 17 July 2026. Views are the latest single reading held for each post, and any reading at or above 1,000 is rounded by Telegram to three significant figures.

Recent posts

17 Jul 2026, 12:12 UTC376 viewsread 8 August 2026
Video

Друзья, роботы-музыканты, которых я обнаружила на выставке по роботам в Шэньчжэне в ноябре 2025 года. Интересная идея, которую можно позаимствовать, например, для размещения в холле отеля или в ресторане. Конечно, целый оркестр роботов — достаточно дорогое удовольствие, но одного-то можно себе позволить. Я думаю, это может стать даже своего рода фишкой современного заведения. Конечно, как это повлияет на поток, неиз

17 Jul 2026, 11:53 UTC36 viewsread 8 August 2026

Друзья, немного поспамим- тестируем нового агента.

13 Jul 2026, 04:03 UTC52 views1 reactionsread 8 August 2026

Агент по поиску авиабилетов по оптимальной цене Друзья, в этом посте заключительная часть первой лекции зарубежного университета и про то, как я создала агента по поиску авиабилетов "10 лет назад, во время IPO Facebook, было много коротких отчетов о Facebook, потому что люди говорили: «Эй, эта реклама работала на компьютере. Она не будет работать на телефоне. Почему? Потому что на телефоне нет места». Шок. Мы нашл

1

9 Jul 2026, 10:14 UTC49 viewsread 8 August 2026
File

Бот для фотоотчетов в Максе Друзья, добрый день! Хочу рассказать о новом инструменте для контроля стандартов: бот в Максе для работы с фотоотчетами. Ранее уже был пост про подобного бота в Телеграм. Для кого это актуально? В первую очередь для руководителей сетей заведений , пищевых производств, любых бизнесов, где практикуется фотоаудит. Макс-это привычная и доступная среда для линейного персонала, который по р

9 Jul 2026, 04:01 UTC42 viewsread 8 August 2026

Будущее ИИ: монетизация и реклама. Часть 2 Друзья, продолжаю делиться интересной информацией из курса лекций зарубежного университета "Есть догадки, к какой из этих категорий ближе сейчас ChatGPT и Gemini? ChatGPT только что обошел категорию нишевых приложений. Gemini все еще нет. Вы были правы, что он движется к социальному. Является ли работа ChatGPT местом, где вы обмениваетесь сообщениями с другими людьми? Это

8 Jul 2026, 04:06 UTC48 viewsread 8 August 2026

Будущее AI: уроки от гигантов рынка Часть 1 Слушаю цикл лекций на тему AI в экономике одного зарубежного университета и хотела бы поделиться интересной информацией в дословном формате. Так как я постоянно улучшаю свой английский, то я сделала для себя вывод- проще слушать лекции знаменитых университетов, каких то выдающихся в своей области персоналий, так как у них очень хороший и понятный язык. Итак делюсь с вами

6 Jul 2026, 13:27 UTC367 viewsread 8 August 2026
Video

Чат-бот для обработки фотоотчетов Друзья мои, в видео показала функционал простого чат-бота в телеграм, который будет актуален для обработки фототчетов. На практике, объективность фоточетов крайне низкая, если количество фотографий для анализа большое. А если еще и систему качества к фотоотчетам привязана, то это крайне трудозатратное мероприятие. Сценарий бота: руководителю приходит отчет с нарушениями в разрез

2 Jul 2026, 13:00 UTC605 viewsread 8 August 2026
Advertisementerid 2VtzqwXpPyb

Ваши конкуренты уже это внедрили. У вас осталось 3 часа, чтобы догнать 🔥 СТАРТ ПРАКТИКУМА — СЕГОДНЯ! Друзья, мы начинаем! Практикум «Нейросети для общепита: AI-ассистент» стартует сегодня, 2 июля. И у меня для вас молниеносная акция — только 3 часа! ⚡️ Только 3 человека могут забрать курс со скидкой 33%: 🚀 Лайт: 29 900₽ → 20 033₽ (экономия 9 867₽) ⭐ Оптима: 49 900₽ → 33 433₽ (экономия 16 467₽) Этот тариф самый

26 Jun 2026, 11:00 UTC619 viewsread 8 August 2026
Video

Как за час создать генератор мотивации для любых должностей в компании Думаю многие со мной согласятся, насколько сложно создавать мотивацию, которая действительно приносила бы эффект компании, работала на рост продаж и сокращение потерь. Хочу показать вам генератор мотивации, который мы будем создавать на практикуме Нейросети для общепита: AI-ассистент. Время его создания составляет примерно час, без знаний кода ил

15 Jun 2026, 12:06 UTC86 viewsread 8 August 2026

3 AI-агента, которые каждый день работают на меня У меня есть сотрудники, которые работают над контентом для каналов, мониторят новости рынка и выдают саммари. И всё это без выходных и отпуска. Эти сотрудники — ИИ агенты. Простыми словами, агент — это система инструкций. Настраиваем один раз. Дальше — сам. Без моего участия, либо с минимальным моим участием, по расписанию, и без напоминаний. В настоящее время в н

11 Jun 2026, 11:58 UTC75 viewsread 8 August 2026

Три типовых задачи, которые решает нейросеть у рестораторов На фестивале Gastreet многие рестораторы делились своими достижениями в освоении искусственного интеллекта в своих компаниях. Самое первое, с чего начинают и что у всех успешно получается, это написание различных регламентов. Второе — обработка голосовых звонков. Третье — разработка дизайна помещений и различной полиграфической продукции. Это самые базовые

10 Jun 2026, 07:24 UTC70 views2 reactionsread 8 August 2026

Вчера на Gastreet услышала фразу собственника одной крутой сети, с которой полностью согласна: для того чтобы успешно внедрить нейросети в бизнес и начать на этом зарабатывать, уменьшать потери или улучшать общую эффективность, собственник или генеральный директор должен стать амбассадором нейросетей. Со стороны персонала всегда будет сопротивление, и руководитель должен своим примером показать, что дальнейшего пути

1💯1

Showing the 12 most recent of 20 posts we hold for @kaleneiro. View and reaction counts are the latest single reading for each post, not a live figure, and a recent post is still accumulating both. A view count marked was rounded by Telegram before we ever saw it — t.me prints views in full below 1,000 and to three significant figures above, so ≈1,200,000 means somewhere between 1,150,000 and 1,249,999. Unmarked counts are exact. Text is reproduced from the public post preview and truncated for length.

Citation-graph rank

Citation-graph rank — 321,187 of 1,345,403entries in the measured graph. A weighted position computed from the forward and mention edges below — republished posts weigh more than named mentions — and recomputed periodically, over the whole graph. Published only as this ordinal position, never as a score: a position is a fact, and a score printed beside one channel’s name would read as a verdict this register does not make. The two counts beneath stay separate for the same reason mentions are never summed with forwards anywhere else on this page — a named-by count costs nothing to manufacture. The top 100 by this measure, or how it is computed.

Forward network

Republished by

Channels on the register that have forwarded this channel's posts into their own feed.

Republishes

Channels on the register whose posts this channel has forwarded.

Built only from forwarded posts we have actually read, on both sides. Coverage is early and deliberately incomplete: a missing link means we have not read the post that would prove it, never that the relationship does not exist. Counts are distinct forwarded posts observed, so they only ever go up as we read more.

Mentions

Named by 1 registered channel — every channel on the register whose own posts have named this one, by its current username or any other username it currently holds, merged from two separately captured readings of the same fact so a namer caught by only one of them is not missed and a namer both caught is not counted twice. A username this channel has since dropped is not matched — that handle may belong to someone else now, and crediting today’s namer to yesterday’s owner would misattribute it.

Named by

Channels on the register whose posts name this channel's handle.

A mention is a weaker signal than a forward and is counted separately for that reason — naming a channel is not republishing it, and a handle in a post body is easy to place deliberately. The post counts beside each row below are distinct posts in which the handle appeared, from posts we have read on both sides — the “Named by N registered channels” figure above is a different count, of distinct NAMING CHANNELS rather than posts, and is not the sum of the rows under it.

Cite this entry

A live page changes as we take new readings, so a citation should name the measurement it is based on, not just the URL. The line below cites the subscriber count as measured 14 August 2026 — this entry's latest reading, not the date you are reading this.

“НЕЙРОМЕТРИКС” (@kaleneiro), 171 subscribers as measured 14 August 2026. Telegram Register, tgregister.com/channel/kaleneiro.

Full measurement history, CC BY 4.0. Every reading this register holds for this entry, not just the latest one, as a dated, downloadable record: CSV · JSON. Free to use with attribution to tgregister.com. Each file carries its own generation timestamp, which is the figure to cite for exactly when the data was retrieved.