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jeff kazzee audited.

@jeffkazzee · 416 followers · 100 posts read
5668out of 100

Solid account. Best of it, you punch well above your follower count. Worst of it, not enough people react per view.

Ranked 10 of 45 on the public leaderboard, top 22%

0.4%engagement rate↓ below median 2.1%
5%of engagement is replies↓ below median 28%
136.2Kavg views / post
44.5posts / week↑ above median 20.7
327.4xreach per follower

Where @jeffkazzee sits on the board

#10 of 45

1.9 points behind #9. See the full board

Get my free audit Free, no sign-up. Chad reads your last 100 posts and does this for you.
ChadJeff, that Qwen RT hit 6.8M impressions and your reply game is already humming at ~47 a week. The gap is that almost none of the reach is landing on your own builder story yet, so keep reading.

Where this score comes from

Out of 100, weighted. Follower count is not a factor, but actually reaching people is. A small account with real conversation can beat a big one that broadcasts, and an account that reaches thousands still gets credit for it.

Engagementreactions per view1.2/30
Reachhow many people the average post reaches18.2/20
Reach per followerviews vs audience size15/15
Real conversationshare of engagement that is replies2/20
Cadenceposts per week, one a day is full marks15/15
Total56.68

Reach vs resonance

The most-seen post and the one people actually reacted to are different posts. That gap is where the next win is.

Most seen · 0.4% engaged

RT @Alibaba_Qwen: 📢Meet Qwen3.8-Max — our most capable model to date. Next week, the open weights of Qwen3.8-Max will be released, and Qw…

6.8M views0.4% engaged22.6K likes1.2K replies2.8K reposts1.9K quotes
Most resonant · 6.3% engaged

RT @AIandDesign: Roy got his first ever bath today. Less than 2 weeks now until he comes home! https://t.co/87jT9uh8Bd

680 views6.3% engaged37 likes5 replies1 reposts0 quotes

ChadThis one reached 680 against 6.8M, and still pulled 15.7x the reaction rate. The reach on the big one was not the problem. What it said was.

Reach without conversation on the left. Real conversation on the right. Chase the right one and the left one follows.

What this engagement is made of

All 56.8K reactions across the posts Chad read. Bookmarks are not counted, here or anywhere else in this audit.

2.9KReplies5.1%
46.7KLikes82.2%
4.6KReposts8.1%
2.7KQuotes4.7%

Golden hours

When @jeffkazzee's posts actually get seen, scored on this account's own data. Times in PT. Slots marked playbook are defaults, used where there are not enough posts at that hour to judge it.

12am6am12pm6pm11pm
#18:00 PM2 posts
#21:00 PM10 posts
#310:00 AM10 posts
#49:00 AM11 posts
#511:00 AM2 posts
#67:00 AM13 posts
#74:00 AM3 posts
#812:00 PM2 posts

The reply game

Replies are the most under-used lever on X. A good one is worth roughly 27x a like, so this is measured, not assumed. Chad reads the most recent page of replies, so the count is a floor, not a lifetime total.

50+replies sent
70%got a reply or like back

How this compares

Against the median of 44 other accounts Chad has audited. Same measurements, same method.

Engagement rateyou 0.4%median 2.1%below
Replies as a share of engagementyou 5%median 28%below
Posts per weekyou 44.5median 20.7above

Voice, according to Chad

You keep it short, warm, and low-key supportive, like a builder cheering other builders in one breath. Rhythm is pure one-liners and quick RTs, no fluff, no threads. It reads as a self-taught dev who lives in the feed more than he broadcasts from it.

What this account is about

local-first AI toolsself-taught indie hackingopen-weight model dropsVivary and personal AI buildsbuilder shoutouts and launches

The 3 strongest posts, and why they worked

RT @Alibaba_Qwen: 📢Meet Qwen3.8-Max — our most capable model to date. Next week, the open weights of Qwen3.8-Max will be released, and Qw…

6.8M views0.4% engaged22.6K likes1.2K replies2.8K reposts1.9K quotes

Chad6.8M impressions and 1168 replies came from riding a massive model drop the second it dropped; the quote-and-RT mix turned you into a distribution node people saved and argued under.

RT @SebastienBubeck: yes, nonsofic groups exist: this statement is one of many new beautiful results proved by Astra, our next major model.…

4.1M views0.2% engaged6.6K likes274 replies946 reposts535 quotes

Chad4M+ impressions with solid bookmarks showed the same pattern on hard technical news; people treated the RT as a signal worth parking, not just scrolling past.

RT @opencode: Qwen3.8 Max is now available in OpenCode Go

412.9K views1% engaged3.8K likes144 replies130 reposts46 quotes

ChadEven the smaller OpenCode RT still pulled thousands of likes because it was timely product news your niche was already hunting that day.

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Chad's moves for @jeffkazzee

  1. Cut the firehose to 2 posts a day max: one crafted build-in-public update on Vivary or a local-first experiment with a real number, plus one short reply-bait question for the niche.
  2. Turn your next congrats into a 20-second screen recording of you actually trying the tool, then post that instead of the bare @ mention so the reach sticks to your account.
  3. Keep the high reply volume but aim the next 6 outbound ones only at slightly bigger local-first or indie-AI accounts and add one concrete observation so the conversation compounds instead of just liking back.

ChadYou're at 44.5 posts a week against a cohort median of 20.6, and the 0.4% engagement (vs their 2.1%) shows the volume is burying everything. Two solid posts a day gives your best work room to breathe at 416 followers.

One post, rewritten by Chad

They posted

@polygres launched on @fdotinc! Congrats, Dale!

Tap it!

Just watched @polygres hit @fdotinc. Dale shipped. Local-first tools moving this fast is exactly why I keep building Vivary. Who else is launching something real this week?

Added a personal stake and an open question so the congrats actually sparks replies instead of dying as a drive-by mention.

Questions about @jeffkazzee's X account

What is the best time for @jeffkazzee to post on X?

@jeffkazzee's strongest posting hour is 8:00 PM PT, measured from 100 of their own recent posts rather than a general rule. The next strongest are 1:00 PM and 10:00 AM.

How often does @jeffkazzee post on X?

@jeffkazzee posts about 44.5 times a week across the posts Chad read. Chad's recommended cadence for this account is 2 a day.

What is @jeffkazzee's engagement rate on X?

@jeffkazzee runs a 0.4% engagement rate, meaning that share of the people who see a post react to it. Their average post reaches 136.2K people. Follower count is not part of this measurement.

What is holding @jeffkazzee's X account back?

The single biggest opportunity Chad found on @jeffkazzee is the wrong posting cadence. More is not growth. Two strong posts beat six mediocre ones, and posting too much buries the best work.

Accounts scoring near this one

Closest scores on the board. Same measurements, same method.

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