report · updated 2026-07-01 · u/Shawntenam
The Reddit Growth Report
Reddit is where AI models learn what to recommend. this report is the system that got my work cited: the karma gates, the link map, and the language layer on top.
15 months. 158 posts and 537 comments across r/ClaudeCode, r/gtmengineering, r/GTMbuilders and 15 other subs. every number below is real and live-tracked.
2M+
cumulative views
2,334
total karma
23
tracked wins
15
months
1.39M of the 2M+ views are tracked post-by-post in the journey db · karma split: 1,455 link / 879 comment · top post: 307↑ in r/ClaudeCode
section 01
the journey: zero to cited-by-AI
the account ran in two deliberate eras. the first built trust, the second cashed it in. the order matters: every shortcut I tested that skipped era one died in the automod queue.
karma building
422 posts + comments · 1.16M views · 2,226 score
comments first, showcases later. built the 50/50 karma split, learned each sub's gate, and became a known name in the home subs before asking anything of them.
clearbox
273 posts + comments · 234K views · 782 score
trust converted into pipeline. named the product in context, tracked every thread, and turned 23 conversations into tracked wins: signups, calls, and customers.
cited by AI
unlinked brand mentions surfacing in AI answers
the threads from both eras are now training material. AI answer engines cite them, and the product name travels without a URL attached. sections 06 and 07 break down the mechanism.
where the views live
| subreddit | items | views | score |
|---|---|---|---|
| r/ClaudeCode | 158 | 669K | 855 |
| r/ClaudeAI | 44 | 368K | 424 |
| r/GTMbuilders | 104 | 122K | 369 |
| r/gtmengineering | 149 | 83K | 422 |
| r/OnePiece | 15 | 71K | 168 |
| r/NYCapartments | 13 | 32K | 277 |
section 02
the 8 post types that work
tested across 15 months. each type below carries its flagship receipt: the real post, the real numbers, and the value-lead note for SaaS, B2B marketing, Clay, and GTM-engineering readers.
scan complaints, releases, pricing pages. turn the pattern into a post. people upvote synthesis they could not do themselves.
↳ for B2B marketing: synthesize 30 customer complaints instead of 3 LinkedIn posts. for SaaS: link the raw scan output.
show what you shipped. numbers, repos, screenshots. the post is the hook, the comments deliver the depth.
↳ for SaaS: numbers + a public repo. for Clay: a working stack diagram with the table count and the cost.
ask something you genuinely want to know. technical depth invites technical answers. real stakes invite real answers.
↳ for GTM eng: name your real constraint, with real hardware and real budget attached. for Clay: include the table you got stuck on.
relatable humor, perfectly timed. post when a feature drops or a trend is peaking.
↳ for any audience: the joke has to land for an insider. one specific reference beats five generic punchlines.
find unexpected subreddits where your story resonates. a plumber's son in r/NYCapartments outperformed everything in my home subs.
↳ for SaaS founders: bring your operator story to subs that buy what you sell, on top of the subs that build what you sell.
ride breaking news within hours. have a real opinion backed by experience.
↳ for Clay: 18 months of daily usage is the receipt. for B2B marketing: name the vendor and the line item.
give away something useful. checklists, frameworks, audits. publish inline, link the live artifact in the body.
↳ for Clay: the actual checklist you use, copy-paste ready. for GTM eng: the SQL query or the Python script.
career arc, methodology, thesis. show the journey, link the receipts.
↳ for SaaS founders: name the specific transition (job → first dollar → second dollar). for GTM eng: name the tools that died and the tools that replaced them.
the 6 craft rules
every rule came from watching what worked and what got me destroyed. the entry system that earns you the right to post at all lives in the karma gating section.
the post is the hook, the comments are the delivery
write a tight post. then drop the depth, the links, the repos in the comments. this is how you get 225 comments on a single post.
publish everything fully
MIT the repos. post the checklist inline. put the link in the body where everyone can click it. the people who watch you give it away are the ones who hire you later.
be genuine
post real questions you actually have. share real work you actually shipped. give real takes you actually believe. Reddit's immune system rewards the same signal it filters for.
mix your post types
memes one day, showcases the next, questions in between. variety signals you're a real person. monotone reads like a content machine.
ride the wave
when news breaks, post within hours. my Clay pricing posts hit because I was there first with a real opinion and 18 months of daily usage behind it.
write like you talk
if it sounds like you wrote it at 2am after a long day, post it. dictate if you have to. real cadence is what Reddit's immune system rewards.
section 04
karma gating: the thresholds
every sub you want to post in has a gate. some gates are posted in the rules: minimum karma, minimum account age. some are invisible: automod quietly removes your post and the views flatline at zero. know the gate before you post, or your best work dies in the queue.
| the gate | where it lives | how you clear it |
|---|---|---|
| minimum karma | posted in the sub rules or wiki | weeks of comments before your first post. the karma you build hyping other people is what earns the right to post your own. |
| account age | sub rules, commonly 30+ days | start commenting the day you make the account. the clock runs while you build comment karma. |
| automod filters | invisible, per-sub keyword and link rules | post link-free, watch the new queue to confirm your post is live, message the mods when it vanishes. |
| crowd trust | unwritten, read from your profile | a balanced karma split. mine is 1,455 link / 879 comment, close to 50/50. the split is the tell that you live there. |
the entry system
pick 3 subreddits that match your niche
5K-50K members is the sweet spot. judge a sub by its engagement ratio rather than subscriber count. mine: r/ClaudeCode, r/gtmengineering, r/GTMBuilders. then find each sub's gate before you post: minimum karma, minimum account age, automod filters. every sub has one.
comment for weeks before you post
comment naturally, add value, comment again. the karma you build hyping other people's work is what lets you post your own later without reading as a self-promoter. by the time you drop your first showcase, the sub already knows your name.
target the 50/50 post-comment split
1,455 link / 879 comment karma is my real split right now. comments are where a sub learns to trust you, posts are where that trust pays out.
the receipt: my karma-building era ran 422 posts and comments for 1.16M views before the clearbox era started (273 items, 234K views). the gate-building phase came first. it always does.
the actual files: /vault → reddit/ →
section 05
the link map: three zones, three rules
where a link lives decides whether a human ever votes on your post. get the zone wrong and the automod buries you first.
🚫 post bodiesthe kill zone
a URL in a post body gets auto-removed or shadow-buried in many subs. you find out days later when the views flatline at zero. describe the artifact in the post and put the link in a comment.
💬 commentsearned placement
drop a link in a comment when someone asks for it, or when the sub treats links as answers. the plumber-site comment in r/NYCapartments worked because a homeowner wanted the guides and the culture allows it.
👤 profilehome turf
your profile is the one zone automods leave alone. pin the site, pin the repo, pin the offer. every good comment sends readers there, and the click is theirs to make.
the stronger move: skip the URL entirely. somebody asks, you describe what the thing does. "I built a scanner that reads every complaint thread and labels each one lead, competitor, or engager." the reader who wants it will find it. the description is the link.
section 06
what AI cites: no-link mentions still index
mention a product by name, in context, answering a real question, and it gets indexed with zero URLs involved. Google indexes Reddit within hours. LLMs cite Reddit threads. an unlinked brand mention inside a high-signal answer becomes retrievable, and the model repeats it to the next person who asks.
the receipt: 23 tracked wins came through this pipeline. 1.39M live-tracked views is the surface those wins came from.
every conversation is worth more than the close
buy-intent threads are under 1% of the value. the other 99% is qualification surface area. every thread your buyers post sorts into one of three labels, and each label tells you the next move:
🎯 lead
pre-buy signals. the question, the complaint, the "has anyone tried X". budget pressure shows up in threads long before the switch. Aura scores these for prospect intent before the buyer self-identifies.
⚔️ competitor
"we just switched off X." "Apollo is overpriced." "Clay's new model broke our workflow." these threads tell you exactly which competitor is bleeding which segment, and what the trigger was. the comments are the dataset.
🔍 engager
the conversation is the asset. someone asking a question, challenging your take, sharing their own stack. every reply tells you what to build next, who to talk to, and which pitch lands. Aura scores these for relationship depth.
this report is the manual version of the same three-label system Clearbox runs at scale. every Reddit thread, X reply, and LinkedIn comment your buyers post: labeled, scored by Aura, ranked by what to act on first.
See your market. Move first. →section 07
LLMO: language-level model optimization
the discipline on top of SEO and GEO. you're injecting your language, your phrasing, your voice into the places models read, so the model's answer sounds like you and points back to you.
the mechanism is voice consistency. the same voice across Reddit, blog, and site teaches the model one coherent entity, and one coherent entity is what gets cited. this is why the same voice DNA files run everything I publish, from a one-liner comment to a 2,000-word post.
the actual files: /vault → reddit/ →
section 03
comments: where karma actually lives
my highest-performing piece of content on Reddit is a comment. 239 upvotes, 27K views, one sentence about ADHD and Claude Code. here are the 7 comment types I run and the flagship example for each.
💎 the mega comment
a comment that IS a post. one sentence that captures the moment so perfectly it outperforms every post you've ever written.
239 upvotes, 27K views. my highest-performing piece of content is a comment.
r/ClaudeCode · "Claude just released /BTW and it's clutch"
"Ah man, this is a gift to us Claude Code homies that have the ADHD brain. pressing escape and changes their plans every three sub-agent runs."
🎯 the expert drop
answer a question with real experience and specific numbers. commit to the answer.
highest comment karma per impression. people upvote confidence backed by receipts.
r/ClaudeAI · "Claude overtaken ChatGPT in App Store"
"No surprise. now we have remote control access. You basically have a dev in your back pocket and Opus 4.6 is elite."
⚡ the one-liner
short, punchy, personality. zero fluff. keeps you visible between big posts.
low effort, high personality. the comments that make people check your profile.
r/vibecoding · "Vibe coding sucks"
"Skill issue my guy. You gotta learn version control"
🔗 the cross-pollinator
drop your work in someone else's thread when it is genuinely relevant. relevance is the whole play.
the plumber website dropped in r/ClaudeCode got 10K views. 5% of that is 500 visitors to dad's site.
r/ClaudeCode · own post, replying about what he shipped
"theplumbernyc.com Website I built for my father's company is already averaging 2,000 visitors a week."
🔄 the thread keeper
reply to every commenter on your own posts. every reply bumps the post and shows you're real.
your own thread is your territory. this is where a modest post turns into 225 comments and 145K views.
r/NYCapartments · someone suggests a podcast
"Oh that sounds like a cool idea. I've actually been pushing him to do a podcast"
🚀 the hype man
genuine excitement for someone else's work. builds real relationships.
the karma you build hyping others lets you post your own work without looking like a self-promoter.
r/ClaudeCode · "My jury-rigged rate limit solution"
"yeah not gonna lie, that's fire. If I could I'd sponsor you to get a Claude Code max plan"
🪞 the value lead
state the principle in someone else's thread without selling. the comment is the credential.
value-leading proof in B2B subs, where readers buy what you build. the kind of comment that gets profile-checked.
r/b2bmarketing · thread on Reddit growth tactics
"Reddit is an art though. To share value and grow your brand on Reddit is such a different muscle from LinkedIn or X. the readers are sharper and the immune system is faster."