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Brandon Carl @brandonjcarl ·12h X Very interesting data across 2,444 companies. 82% of tokens are spent on Al-generated bugs, rework and review friction. Aiswarya Sankar@Aiswarya_S..20h This is what we've been seeing with every company we work with. Try justifying spending 100k on token spend when only 18k even makes it to a stable prod feature. In the rush to maximize Al token spend, companies are wasting over 44% on bug fixes x.com/edzitron/statu... $1.00 TOTALAISPEND Bug fixing $0.44 $0.27 Review $0.11 Shipped Rework $0.18 friction product Tokens spent on fixing Tokens spent rewriting Tokens lost to reviews, Value that reaches Al-generated bugs or reworking code context switching. real users and merge friction 82% of every dollar never reaches the product. Aggregated across 2, 444 companies on our platform

Popularity

0 views 0 sends 0 likes 0 saves
Sources & activity 1 Telegram post across 1 channel 577 views 4 reactions 14 reposts 0 recorded signals

Observed Telegram posts

Every public-crawler post we observed for this meme. Totals add only known counters; “Unknown” means Telegram did not expose a value, not zero.

Showing 1–1 of 1

Zoomer Hoomer

@goodlifelessons

Published May 31, 2026

Open Telegram post ↗
Views577
Reactions4
Comments0
Reposts14

Interaction rate 3.12% · Audience at publish Unknown · Views per 1,000 subscribers Unknown

Counters frozen at this list snapshot: Sep 6, 2026, 11:38 PM UTC.

For social media specialists Professional analytics Trends, normalized performance, channel-audience context, and separate web/Telegram funnels.

Recorded activity counts observable signals, not unique people or reach. Impressions, inline results, comments, downloads, and subscriber counts remain separate from Recorded activity and popularity.

Refreshed Sep 6, 2026, 11:38 PM UTC

History is still sparse. Totals are real, but trend comparisons need more observations and should be read cautiously.

Recorded activity

0

0 per day

7-day momentum

0

Unknown vs previous 7 days

Peak bucket

Unknown

More history needed

Current favorites

0

Current state, outside the selected-period total

Recorded activity · signals per day Each day, week, or month bucket is divided by its duration so adaptive all-time history remains comparable. Downloads stay excluded; exact bucket totals follow below.

Not enough activity history yet

At least two buckets, including one with Recorded activity, are needed for a trend line. Exact zero and raw-total buckets remain in the data table.

Telegram counter
Observed Telegram views Absolute server-bucketed end states, stamped at the last real capture in each bucket; the opening baseline is as of the range start. Missing values break the line.

Not enough known views yet

At least two known bucket-end values are needed for a line. Switch counters or return after more observations.

View chart data
Exact Recorded activity buckets
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Server-bucketed Telegram end states at the last capture in each bucket
Observed / as ofViewsReactionsCommentsReposts
5774014

Telegram performance

Current observed totals and ratio-of-sums over eligible posts.

577 views · 4 reactions · 14 reposts

Reaction rate
0.69% · 1 of 1 posts eligible
Comment rate
0% · 1 of 1 posts eligible
Repost rate
2.43% · 1 of 1 posts eligible
Combined interaction rate
3.12% · 1 of 1 posts eligible

Channel audience context

Forward-only subscriber observations; today’s audience is never applied to historical posts.

Current audience known
1 of 1 channels
Comparable channels in range
1
Known subscriber change
+10
Views per 1,000 subscribers
Unknown · 0 of 1 posts eligible
Interactions per 1,000 subscribers
Unknown · 0 of 1 posts eligible

Exposure funnels

Distinct matched exposure tokens, split by surface. These figures do not enter Recorded activity.

Web cards

0 impressions · 0 attributed

0 detail clicks (Unknown)

0 high-intent actions (Unknown)

Telegram inline

0 results served · 0 attributed

0 chosen (Unknown)

0 sent (Unknown)

Coverage is partial whenever a counter or subscriber snapshot was unavailable. Source totals are sums of known post counters and may overlap across channels; they are neither unique viewers nor estimated reach. Downloads in this range: 0.

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