Which Telepars data matters most at the start when there is no time

At the start of analysis the goal is not to drown in information but to focus on the most meaningful indicators. Why spend time on channels that will not bring value? This article explains which data in Telepars helps you start faster and more effectively without wasting time on minor details.

The 15 seconds per channel rule: what to check first to cut the junk

When there is no time, the task is not to analyze but to filter fast: keep twenty to thirty live channels out of two hundred to five hundred and discard the rest without regret.

I do it like this: open the Telepars analysis table and go strictly through four fields. They give eighty percent of the answer whether the channel deserves another minute.

1. Last post date
   If the channel has been silent for a long time, ads there are like a banner on a closed store.
2. Average views (or average daily)
   Subscribers are a facade, views are real foot traffic. If views are low, nothing else matters.
3. Average likes and comments
   This is a fast marker of live audience versus scrolling. If reactions are near zero, even good reach can be empty.
4. Description and last post
   Two lines and one recent post are usually enough to tell whether this is your topic or a random mix.

If a channel passes these four checks, only then I look further. If it fails, I close it without guilt.

A minimal set of metrics to avoid dead or irrelevant channels

Okay, you filtered obvious junk. Next task is to avoid spending on a channel that looks alive but does not fit you. I check three more things. They quickly show whether ads will work or not.

1. Posting pace in recent posts
   You do not need a monthly count. Look at the last ten posts:

• if posts are rare and irregular, the audience is not warmed up;
• if posts are stable, ads land in a live feed, not in an empty channel.

2. Views to reactions ratio
   No formulas. Logic is simple:

• views exist but reactions almost none means the audience is cold or inflated, or content does not hook;
• views are moderate but reactions are steady means higher quality even with fewer subscribers.

3. Contact or clear entry point for placements
   If you run seeding, speed of communication matters. A channel without contact is twenty more minutes of admin search. With dozens of channels, it becomes "we would have placed but did not find them".

After this you have a short list of channels that are alive, active, and relevant. Then you can use smarter Telepars tools to find the best options faster than manual work.

Fastest way to expand the list: Similar Channels and overlap sorting

When you already have five to fifteen good channels, the beginner mistake is to manually search for more. That is slow and usually ends with whatever appears first.

A faster logic is: take seed channels, fetch similar, sort by overlaps, then filter again by the four fields above.

How I do it:

1. Collect a base of a few reference channels
   You do not need fifty. Five to ten that clearly fit the audience is enough.
2. Run Similar Channels
   You get a big list based on real audience intersections.
3. Sort by overlaps
   This column is one of the most useful early indicators:

• if a channel appears across many of your seeds, the audience overlap is strong;
• if it appears once or twice, it may be niche or require caution.

Practical rule:

• if you need a core list fast, take the top by overlaps;
• if you need unusual placements for a narrow offer, scroll lower but apply stricter quality filters.

4. Run the quick filter again
   Last post date, views, reactions, description. This turns four hundred channels into thirty to sixty workable options.

Telepars here acts like a grinder: not deep analysis of each channel but a fast way to collect the market and extract workable options.

If you need ideas rather than channels: what to look at in posts and ads

Sometimes the task is not where to place ads but what to write and what competitors run. It is easy to get lost in hundreds of posts. To avoid that, I look only at what helps collect working patterns fast.

1) Channel posts: top 10 by reactions

If you parse posts from chosen channels, do not read everything. Do it like this:

• sort by likes to see what hooks the mass audience;
• sort by comments to see what triggers discussion;
• sort by views to see what gives reach.

Then write down:

• topic of the post;
• format: case, analysis, personal story, list, instruction;
• delivery: short or long, with numbers, with screenshots, with a call to action.

That is enough to draft a content plan in twenty minutes without guessing.

2) Telegram Ads posts: what runs for a long time

For competitor ads, the logic is even simpler:

• the longer an ad runs, the higher the chance it performs;
• if it disappears after a few days, it was likely a test that did not work.

Extract from ads:

• offer;
• first screen or hook;
• structure, bullets, numbers, social proof;
• where it leads: channel, bot, site.

And a key point: you do not copy the text. You copy the mechanics, because mechanics is what usually produces results.

In short, this block is about using Telepars not as a table for tables, but as a fast way to understand what actually works in the niche right now.

If you analyze your own channel: three numbers that help decisions

Channel owners have a different problem: lots of data but decisions still made by feel. At the start I would not look at the whole dashboard. Three things are enough and they directly affect money.

1) Subscribes and unsubscribes by day

The idea is simple: you should see after what people leave and after what people join. Practice:

• you launched ads and subscriptions came that day;
• a controversial post or a hard sell came out and unsubscribes followed.

Then you do not guess, you connect events to numbers.

2) How many days a subscriber stays

This kills most campaigns: the subscriber is cheap but stays for two to three days and leaves. If retention is weak, you can buy traffic endlessly and not grow.

Immediate conclusions:

• people stay long, you can scale ads because the channel absorbs traffic;
• people leave fast, fix packaging, content, and the first screen before increasing budget.

3) Unique link statistics

This is the most practical tool when you have multiple traffic sources. You look not only at how many subscribed but at the chain:

• subscribed;
• unsubscribed;
• final retention.

This is where reality appears: one source brings many subscriptions but they fall off, another brings fewer but people stay.

If you are short on time, use this rule: keep only sources with better retention, even if the subscriber is slightly more expensive. In the end the cost of a live subscriber is almost always lower.

Checklist: what to check in the first 10 minutes

To avoid jumping between tabs, keep a simple algorithm. I use it when I need to quickly collect placements or decide where life exists.

Step 1: fast channel cut, ten to fifteen seconds each

Look strictly in this order:

1. Last post date if it is old, close it.
2. Average views or average daily if weak, close it.
3. Reactions if almost zero, close it.
4. Description and last post if not your topic, close it.

Result: from hundreds you keep twenty to sixty candidates.

Step 2: speed up selection with Similar Channels

• take five to ten reference channels;
• collect similar;
• sort by overlaps;
• run Step 1 again.

Result: you expand the base without manual searching.

Step 3: if the goal is content or creatives

• parse competitor posts;
• sort by likes, comments, views;
• capture patterns: topic, format, delivery.

In parallel:

• in ad posts, check what runs long;
• write down offer, hook, structure, destination.

Step 4: if this is your channel

Look only at:

• daily subscribes and unsubscribes;
• how many days a subscriber stays;
• unique links: subscribes, unsubscribes, retention.

When time is limited, the winner is not the deepest analyst, but the one who quickly removes the unnecessary and keeps only what can actually be monetized.

Telepars is convenient as a mass filter:

• first you cut the list by basic metrics,
• then expand through similar channels and sorting,
• only after that, if needed, go into deeper checks.

If you do it the other way around, you drown in numbers and never launch ads.

The most practical advice: save the checklist above and run any new channel list through it. This is one of the rare cases where simple routine saves more money than any hack.