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@venture: statistics and cleanliness index

Venture Capital

The official channel of V3V Ventures. We share updates on our investments, portfolio companies, and fund activities. Buy Ads: @strategy (this is our only account).

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Grade F many metrics deviate cleanliness index
data from 2026-10-18
Subscribers
2,098,840
Median views
2,410
ERR
0.1%
Posts sampled
40
Niche Investments
Post language English
Channel age 7 years

Data from 2026-10-18 — 19 days old.

Assessment summary

An English-language feed about investments and markets: short breakdowns of deals, financial reporting, and macroeconomics with infographics, plus Warren Buffett quotes — there are no ad posts or forwards in the sample. The channel is verified and, by subscriber count, one of the largest in the niche, but a post is seen by fractions of a percent of the base, and by the share of subscribers who open a post, it is behind every similar channel in the catalog.

Over the month, the base shrank by about 137 thousand subscribers, the median views also dropped, and reactions are collected on almost half of the views — the few who did open the post are the ones responding. Plus, about 7% of the numbers of the latest messages are deleted, so how many people will see the ad is hard to say in advance.

About the channel

An English-language feed about investments and markets from the venture firm V3V Ventures: short notes with infographics about deals, financial reporting, and macroeconomics. The channel has been run for more than seven years; almost all posts are photos with captions, and a smaller portion are videos.

In the catalog, next to it are @thestartupsvc, @victorkoch1, and @cryptomarketintelhq. By subscribers, this channel is many times larger than each of them, but the share of subscribers who see a post is lower for it: @thestartupsvc’s post gathers 3.6% of subscribers, @victorkoch1’s — 22%, @cryptomarketintelhq’s — 105.4%.

What it publishes:

  • Macro and government debt: breakdowns of the U.S. budget deficit and government bond buyback operations.
  • AI and chips: Nvidia, Anthropic, data center financing, and record shares of AI stocks in the index.
  • Companies and deals: expansion of the Volvo and Nvidia partnership, SpaceX’s purchase of spectrum for Starlink Mobile, growth in the number of ETFs.
  • Investor quotes: short videos with Warren Buffett’s statements.

Posts are published mainly during the day and in the morning UTC, more often on weekdays. There are no forwards from other channels or ad posts in the sample; by subscribers, the channel is one of the largest in the niche. Expect short English-language notes with charts almost every day — the feed is uniform, with no ads or forwards.

By subscribers, it ranks #1 of 17 channels in the Investments niche of the catalog.

What to pay attention to

Very low reach: ERR ≈ 0.1% with 2,098,840 subscribers

Median views are fractions of a percent of the subscriber count: a negligible part of the audience sees a post. There are subscribers, but almost no views.

What grade F means

The index is at its lowest: the metrics fall far outside usual values, or Telegram has flagged the channel as a scam. See the “How the assessment was produced” section for details.

Compared with similar channels

Compared with 16 Investments catalog channels whose metrics look normal. There are too few channels of a similar size, so the whole niche is used: 831 to 258,534 subscribers.

ERR (reach) lower than 16 of 16
@venture 0.1%
similar channels median 23%
Reactions per 100 views higher than 16 of 16
@venture 46.16
similar channels median 1.61

This is not a niche norm: only catalog channels are included. A high ERR is not always a plus: if the other metrics do not support it, the index goes down.

Dynamics and anomalies

Scroll horizontally to see the full charts.

Views by post

The latest 40 posts with views, from Oct 3 to Oct 18. The dashed line is the median (2,410).

01.7K3.5KOct 3: 2,935 viewsOct 3: 2,779 viewsOct 4: 2,725 viewsOct 4: 3,126 viewsOct 4: 2,961 viewsOct 5: 2,527 viewsOct 5: 2,697 viewsOct 5: 3,494 viewsOct 6: 2,787 viewsOct 7: 2,564 viewsOct 7: 2,472 viewsOct 7: 2,660 viewsOct 8: 2,405 viewsOct 8: 2,516 viewsOct 8: 2,751 viewsOct 9: 2,478 viewsOct 9: 2,577 viewsOct 9: 2,768 viewsOct 10: 2,588 viewsOct 10: 2,484 viewsOct 11: 2,362 viewsOct 11: 2,335 viewsOct 11: 2,239 viewsOct 12: 2,065 viewsOct 12: 2,269 viewsOct 12: 2,416 viewsOct 13: 2,289 viewsOct 13: 2,139 viewsOct 14: 1,998 viewsOct 14: 2,126 viewsOct 15: 1,915 viewsOct 15: 2,119 viewsOct 15: 2,127 viewsOct 16: 1,940 viewsOct 16: 1,847 viewsOct 16: 1,819 viewsOct 17: 1,691 viewsOct 17: 1,616 viewsOct 18: 1,174 viewsOct 18: 747 views Oct 3Oct 18
  • post views
  • 2 posts newer than one day and still gaining views
  • median 2,410

Maximum: 3,494 views. Data as of Oct 18.

What scoring found in the view pattern

Very low reach: ERR ≈ 0.1% with 2,098,840 subscribers

Median views are fractions of a percent of the subscriber count: a negligible part of the audience sees a post. There are subscribers, but almost no views.

Cleanliness-index history

The channel's data has been collected once — the chart will appear after the next update.

Advertising outlook

Advertising placement: not recommended.

Some of the channel's metrics deviate, so it is hard to say in advance how many people will see an ad.

Not calculated: many of the channel's metrics deviate, so a forecast would be unreliable.

Reach of advertising posts

No advertising posts among the latest 40.

Questions about @venture

What does the cleanliness index for @venture mean?

Index 35 out of 100, grade F, level “many deviations”: the higher the index, the fewer deviations in the metrics. The channel has deviations — primarily a very low share of subscribers who see posts.

How many people actually see posts in this channel?

ERR is about 0.1% — a negligible part of the subscriber base opens a post. For similar channels in the catalog, this figure is noticeably higher.

Does it make sense to place ads here?

The advisability of placing ads here is marked as questionable: the channel has deviations in metrics, so how many people will see the ad is hard to say in advance.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-10-18
Sample
The latest 40 public posts available at check time.
Calculation method
TG Inspector calculates metrics from the saved snapshot and combines independent signals into a deterministic 0–100 cleanliness index.
Factual result
The @venture assessment dated 2026-10-18 uses 40 recent public posts. At that snapshot the channel had 2,098,840 subscribers, median post views were 2,410, ERR was 0.1%, and the cleanliness index was 35/100.
Limitations
This is a probabilistic assessment based on public data: it describes metrics, not the owner's actions, and is not a real-time measurement.

Full methodology and interpretation rules

This automated assessment is probabilistic: it describes the channel's public metrics, not its owner's actions. The index and grade are calculated from public data and are not changed on request. Channel owners can request removal of the page — t.me/obsessed_with_ai.