PlayerSells reads a public Telegram channel's own post archive on t.me: up to 5 pages of 20 posts, about 100 posts, each carrying an exact UTC timestamp and the view counter Telegram prints under it. Nothing here comes from a paid API, a bot token or an account, and nothing is read that is not already visible to anyone who opens the channel.
Telegram view counts never reset and never stop. A post from three weeks ago has had three weeks to collect views and a post from this morning has had hours, so a tool that ranks posting hours on raw view counts recommends whichever hour the channel happened to be posting at longest ago - on every channel, every time. That is the calendar leaking into the answer. So each channel's own accumulation curve is measured from its own posts, as views against age fitted by least squares on the logs, and every post is then scored as a ratio against what a post of that age normally does on that channel. An index of 1.00 is exactly typical; 1.40 is forty percent above what the post's age predicts.
The fitted exponent is reported with every result rather than hidden, along with how much of the spread in view counts age actually explained. It is bounded at 0.75: a saturating counter's exponent sits well below one, and a fit above that bound means the channel's older posts were reaching a bigger audience rather than merely an older one. When the bound bites, the result says so.
A post's first hours are steeper than any single exponent can describe, so posts under 6 hours old take part in nothing. Measured on @nexta_live on 3 September 2026, 84 posts: after the correction the median index by age sextile came out 1.01, 1.06, 1.08, 1.06, 0.95, 0.93 across 4 to 41 hours, which is flat, but inside the youngest sextile the four newest posts all scored between 0.57 and 0.86. Without that floor, the weakest posts a busy channel is shown are simply its four most recent, every single time. They are still read, still listed and still counted; they are only kept out of comparisons they cannot fairly take part in.
A verdict needs a sample. The tool needs 12 posts with usable timestamps before it will answer at all and 8 carrying view counts before it ranks anything on views. It names a single day-and-hour slot, or ranks an hour, only when at least 3 measurable posts landed in it, and it makes no day-of-week claim at all unless the sample spans a full week: "Tuesday beats Wednesday" over a Tuesday-and-Wednesday sample is the age gap between yesterday and today wearing a weekday's name. Posts younger than 48 hours are still filling up and are counted separately so you can see how much of the sample is still moving.
Hours are UTC because Telegram publishes UTC. The view counts on t.me are abbreviated above a thousand, so a figure like 23M carries three significant figures - plenty for a ratio and useless for a total, which is why this tool ranks on ratios.
The score out of 100 is three measurable things and nothing else. Alignment is worth 50 and asks what share of the channel’s posts go out in an hour performing at or above its own median hour; posting at random puts about half of them there, so 50% earns nothing and 100% earns the full weight. The split is at the median rather than at a top slice so the baseline does not move with how many hours happen to qualify. Consistency is worth 25 and measures how much the gaps between posts vary around their own median. Coverage is worth 25 and measures how much of the week and the clock the channel uses at all.
Alignment carries the most weight because it is the only one of the three that is about timing rather than about habit. A channel can be perfectly consistent and consistently wrong, and the score should say so.
It cannot tell you the best time to post on Telegram in general. There is no such number, and anyone publishing one has not measured it: Telegram publishes no aggregate posting data, no trending list and no cross-channel benchmark, and audiences that differ by language and topic do not share a clock. Every figure here is about one channel, measured against itself.
It cannot separate the hour from what was posted in it. If a channel happens to publish its best material on Sunday evenings, Sunday evening will look like a strong slot. What the age correction removes is the calendar, not content quality, and no amount of arithmetic over view counts can remove the second. Treat a strong slot as a place worth testing, not as a proven cause.
It cannot see a private channel, a group, a bot or a channel with the web preview turned off, because none of those publishes a post archive. It also cannot rank a channel that hides its view counters. Those are four different states and the tool names which one it hit rather than reporting them all as a failure.
From t.me, Telegram's own public web preview of a channel. That page carries each post's exact timestamp and its view counter, and this tool reads up to 5 pages of it, about 100 posts. No account, no API key and no bot token is involved, and nothing is read that a visitor could not see by opening the channel themselves.
It would, and correcting for it is the main thing this tool does. A post from three weeks ago has had three weeks to collect views, so ranking hours on raw view counts always crowns whichever hour the channel used to post at. Instead, each channel's own accumulation curve is measured from its own posts - views against age, fitted by least squares on the logs - and every post is scored as a ratio against what a post of that age normally gets on that channel. The fitted exponent and the share of the spread it explains are printed with the result.
Because that is what Telegram publishes. Each post carries a UTC timestamp and nothing about the channel's own timezone, so converting would mean guessing. The tool does estimate an offset from the channel's quietest five-hour window and shows it, but only when the channel actually goes quiet; a channel that posts around the clock has no night to read one from, and the result says so instead of inventing a city.
A seven-day by twenty-four-hour grid has 168 cells. Spread a few hundred posts over it and most cells are empty and most of the rest hold one post, which is noise with a rank attached. A slot is only named when at least 3 measurable posts landed in it. The weekday and hour rankings still work, because those buckets do fill up.
One of three things, and they are different. A private channel, a group, a bot or a channel with the web preview switched off publishes no post archive at all, so there is nothing to read. A channel with fewer posts than the tool's floor has not built a pattern yet. And a channel that hides per-post view counts can be read but not ranked, because there is no performance number to rank on. Substituting zero for a missing view count would report a working channel as having no reach, so the tool refuses instead.
No, and no tool can. Telegram publishes per-message view counts for broadcast channels only. A group has no such counter at any level, public or private, so there is nothing to measure. The tool says so rather than showing an empty chart.
No. This is a read of a public page. Nothing is posted, nothing is joined, no message is sent, and the channel gets no notification. Reads are cached for half an hour, so a link doing the rounds of a group costs Telegram one page fetch rather than one per reader.
the percentile a subscriber count sits in
how many subscribers a channel's posts really reach
which posts spread on a channel and what they had in common
which telegram channels, topics and languages are gaining fastest
which signals the ranking model rewards or ignores
why one post travelled and another did not
the whole tracked market, sorted and filtered
every calculator, checker and ranking tool in one place
PlayerSells is not affiliated with Telegram. Timestamps, view counts and post text on this page are read from Telegram’s own public channel preview at the moment you run the tool, and are not edited or re-ranked. The age correction, the sample floors and the timing score are ours and are enforced in code, not promised in copy. View counts published by Telegram are abbreviated above one thousand, so every figure derived from them carries three significant figures.
