Reddit

report · updated 2026-08-09 · 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.

5.3 months, from a standing start on 2026-02-27. 195 posts and 595 comments across 49 subreddits. every number below is read from the journey db at build time, not typed in.

1.6M

tracked views

2,503

total karma

25

flagged threads

5.3

months

views are counted post-by-post in the journey db, 195 posts deep · reddit reports no view count on comments, so the 595 comments here are not in that number · karma split: 1,600 link / 903 comment · top post: 302↑ 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 building422 posts + comments · 1.19M views · 2,230 score

comments first, showcases later. earned karma on both sides of the ledger, learned each sub's gate, and became a known name in the home subs before asking anything of them.

clearbox368 posts + comments · 378K views · 1,072 score

trust converted into pipeline. named the product in context, tracked every thread, and flagged 25 of them as worth acting on: the questions, the competitor gripes, the people describing the problem I built for.

cited by AIthe name travelling without a link on it

the threads from both eras are now training material. AI answer engines cite them, and the product name travels without a URL attached. sections 10 and 11 break down the mechanism.

where the views live

subreddititemsviewsscore
r/ClaudeCode173743K928
r/ClaudeAI44372K430
r/GTMbuilders143177K499
r/gtmengineering17098K461
r/OnePiece1776K176
r/NYCapartments1333K277

the part nobody shows you

a post on a feed is dead in two days. these are not. every post in the chart below was already old when I started snapshotting, and 137 of 145 of them still gained views over the next 45 days. the oldest one still climbing was published 2026-03-08.

views arriving on posts that were already old

as of 2026-08-09
every post in this chart was already published before 2026-06-25, when snapshotting started, so none of this is a new post finding its audience: it is 66,292 views arriving on work that was already done, over 45 days. the cohort is the claim: 137 of 145 of those posts gained views in the window. two limits ride with it. the window closed on 2026-08-09, so this is history rather than a claim about today. it counts posts only, because reddit reports no view count on comments.

section 02

the ramp: starting an account that survives

a new account that opens with a comment about its own product is the exact shape every filter on the platform was built to catch. Reddit reads behavior before it reads words. the ramp below is the slow part, and it decides whether anything after it works.

read like a personbefore your first comment

scroll. open threads. stay on the ones you actually want to read. vote. I have no idea what Reddit measures and neither does anyone outside Reddit, but a day-old account whose entire history is one comment about its own product is the easiest possible thing to catch, and I have never seen one survive. an account that has been used like an account has somewhere to hide.

comment on things that have nothing to do with youthe first weeks

your interests are the warmup. dogs, your team, your city, whatever you would have opened anyway. these subs cost you nothing, carry no promotional weight, and teach you how Reddit talks. an account that only ever surfaces near its own category reads as a plant, because it is one.

earn the home subsweeks, not days

pick the few subs you intend to be known in and become a face there before you ask them for anything. answer questions you already know the answer to. lose arguments. get the automod rules wrong once and learn them. the account below ran 422 posts and comments in this mode before it ever mentioned Clearbox.

then postonce the account has a past

by the time you post something you care about, the account has a scroll history, a vote history, karma on both sides of the ledger, and a name a few regulars recognize. the post lands into that context. the same post from a two-week-old account lands into a filter.

era one on this account: 422 posts and comments, 1.19M views, before Clearbox existed to mention.

comments vs posts, by week

as of 2026-08-09
the account opened on 2026-02-27 and spent its first 3 days on 30 comments and 0 posts. buckets are calendar weeks, so the first and last are part-weeks. across the karma-building era the account ran 343 comments to 79 posts (4.3:1), and across the clearbox era 252 to 116 (2.2:1). read the eras for the trend and treat the weeks as noise. the ratio bottoms out at 0.1:1 in the week of 2026-06-23 and is back to 1.7:1 the week after, so a single week is a mood, not a shift.

the three ways people skip it

do not buy accounts

bought accounts and warmed accounts carry someone else's history, and the history is the asset. if you are going to use Reddit to engage, do it real or do not do it at all. it can hurt you more than it can help you.

do not let a model write your comments

plenty of subs run their own bot and AI filters, and the humans in them are faster than any filter. a comment that reads as generated costs you the thread, then the sub, then the account. the automation belongs off Reddit, in the part nobody is reading.

do not compress the ramp

skipping era one costs you era two. every shortcut I tested died in the automod queue, and the account that eventually worked is the one that did the slow version first.

section 03

karma: farm your own interests

karma is the toll every gated sub charges before it lets you speak. the cheapest place to earn it is the subs you would be reading anyway, because the comments cost you nothing and read as real without you trying. the sections after this one are useless until the account clears the floors in section 06.

farm where you already are

the karma that makes you postable is easiest to earn in the subs you would read on a Sunday. you already know the references, the voice, and what a bad take looks like, so the comments land without effort. r/OnePiece has nothing to do with GTM and it pulled more views on this account than r/hubspot, r/UseApolloIo and r/buildinpublic combined.

let the split happen to you

subs gate on comment karma as much as post karma, and the accounts that read as real carry both. this one sits at 1.8:1 link to comment, which is not a target I hit, it is just what falls out of commenting far more often than you post. if you are counting toward a ratio you are already writing like someone counting.

genuine interest is what scales

karma farming as a chore stops within a week, and the account goes quiet at exactly the moment it needed history. the subs you actually care about are the ones you will still be in three months from now, which is the horizon that matters.

the receipt: r/OnePiece on this account. 17 posts and comments, 76K views, 176 score, and nothing to sell. more views than r/hubspot, r/UseApolloIo and r/buildinpublic combined. the interest was real first and the karma was the byproduct.

section 04

the 8 post types that work

tested across 5.3 months. each type below carries its flagship receipt: the real post, its live numbers, and the value-lead note for SaaS, B2B marketing, Clay, and GTM-engineering readers.

the pattern read302 upvotes, 115 comments, 252K views

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.

the showcase70 upvotes, 224 comments, 246K views

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.

the question23 upvotes, 49 comments, 76K views

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.

the meme96 upvotes, 23 comments, 28K views

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.

the crossover190 upvotes, 26 comments, 33K views

find unexpected subreddits where your story resonates. a plumber's son in r/NYCapartments outscored all but two of my software posts, and those two are one story I cross-posted twice.

for SaaS founders: bring your operator story to subs that buy what you sell, on top of the subs that build what you sell.

the hot take6 upvotes, 25 comments, 12K views

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.

the value drop28 upvotes, 8 comments, 14K views

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.

the thought piece26 upvotes, 9 comments, 8K views

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. the 6-week showcase below did 224 comments that way.

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 05

comments: where karma actually lives

my highest-upvoted comment anywhere is one sentence about ADHD and Claude Code. reddit shows me view counts on comments but my tracker only scrapes them for posts, so upvotes are the number I can stand behind here. these are the 7 comment types I run and the flagship example for each.

comments per post, by subreddit

as of 2026-08-09
the same account, the same posts, 101x the conversation. r/ClaudeAI answers back at 21.3 comments per post across 8 posts; r/ClaudeGTM at 0.21 across 24. read it against the calibration chart rather than on its own. views and conversation are different products and the sub decides which one you get. subs under 3 posts are not ranked. this counts every comment on the thread, mine and other people's.

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.my highest-upvoted comment anywhere. one sentence about ADHD and Claude Code.

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.

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.

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, in a thread about what I had shipped. reddit reports no view count on comments, so I cannot tell you how many saw it, let alone how many clicked through, and anyone who tells you a comment's CTR is guessing.

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. the 6-week showcase turned 72 upvotes into 224 comments and a quarter million views, because the depth was all in the replies.

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.

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.

section 06

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 gatewhere it liveshow you clear it
minimum karmaposted in the sub rules or wikiweeks of comments before your first post. the karma you build hyping other people is what earns the right to post your own.
account agesub rules, read them per substart commenting the day you make the account. the clock runs while you build comment karma.
automod filtersinvisible, per-sub keyword and link rulespost link-free, watch the new queue to confirm your post is live, message the mods when it vanishes.
crowd trustunwritten, read from your profilekarma on both sides of the ledger. mine is 1,600 link / 903 comment, 1.8:1. carrying real comment karma is the tell that you live there rather than just post there.

the entry system

pick 3 subreddits that match your niche

judge a sub by its engagement ratio rather than subscriber count: a small sub where every thread has real replies beats a huge one where nothing moves. mine: r/ClaudeCode, r/gtmengineering, r/GTMBuilders. then find each sub's gate before you post: minimum karma, minimum account age, automod filters. the gate is in the sidebar and the wiki, and it is different everywhere.

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.

earn comment karma, not just post karma

1,600 link / 903 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 1.19M views before the clearbox era started (368 items, 378K views). the gate-building phase came first. it always does.

views per upvote, by subreddit

as of 2026-08-09
an upvote is not a unit. one in r/ClaudeCode rides along with 1,240 views; one in r/UseApolloIo rides with 279, a 4.4x spread, which is why comparing raw upvote counts across subs measures nothing. posts only: comments carry a score and never a view count, so folding them in would divide post views by post-and-comment karma. subs under 3 posts are not ranked, and the n is on every row: r/UseApolloIo is 3 posts, not a law of nature.

section 08

the ask: get them to request the link

a link you drop is an ad. the same link, handed over because someone asked for it, is an answer. the sub scores those differently and so does everyone reading. the ask is the part you can engineer.

ship the whole thing, keep the URL

the post has to be complete on its own. the numbers, the method, the thing you learned, all of it readable without leaving the thread. a post that withholds the substance to force a click reads as an ad and gets treated as one. a post that gives everything and happens to come from somewhere leaves the reader wanting the somewhere.

leave the obvious next question unanswered

give the reader the output and let the artifact behind it stay implied. the daily writeup below covered what shipped and what mattered, and never linked the posts it was summarizing. that gap is the whole mechanism. the reader hits the edge of what you gave them and the only way forward is to ask.

make the answer findable without you

the profile is pinned, the repo is public, the site is one search away. readers who do not want to ask can just go, and readers who ask get a reply in the thread where the sub can see it was requested. either path ends in the same place and neither one is you dropping a URL into a body.

answer in the thread, not the DMs

when someone asks, the reply belongs in public under their comment. the sub reads it as an answer because it is one. the request is the permission slip, and it only works if the request is visible above the link.

the ask is the permission slip. it converts a URL from something you pushed into something the thread requested, and it is the only version of a link that a sub will let you post twice.

section 09

staying alive: shadowbans and silent removals

Reddit rarely tells you that you are gone. the post sits there in your own browser looking fine while the views never move, and you keep talking to a room that stopped receiving you weeks ago. check first, then fix the account rather than the post.

three checks that take a minute

the logged-out check

open your post in a private window. if it is there for you and gone for a signed-out browser, the post is buried and nobody told you. run this on anything that matters within an hour of posting.

the new queue check

sort the sub by new and find your own post in the list. missing from /new means automod ate it. this is the check that catches a removal while you can still do something about it.

the flatline

views that stop dead a few hours in, on an account that normally does not flatline, is a removal you have not found yet. a slow post decays. a removed post stops.

what actually trips it

a URL in the post body

this is the one that kills quietly. many subs auto-remove on any link from an account under their karma or age floor, and the removal is invisible from your side.

the same post reshaped across several subs at once

volume itself has never hurt this account. the karma-building era ran 422 items in five weeks, 34 of them in a single day, and nothing was ever removed for pace. what draws the automod is the same thing rewritten five ways and fired into five subs inside an hour, which reads as a campaign because it is one.

a profile that is all pitch

mods check profiles. an account whose history is nothing but its own product is an easy call, and the ban covers everything you posted, not just the post that triggered it.

getting back

message the mods, once, like a person

say what you posted, ask what rule it hit, and offer to repost it correctly. in my experience mods reinstate more often than people expect, because almost nobody asks politely. arguing with them is how a removal becomes a ban.

fix the account, not the post

if the removal came from a karma or age floor, the post was never the problem. go back to the ramp, earn the floor, and repost later. the same post lands fine from an account the filter trusts.

if it is sitewide, stop posting

this account has never been sitewide filtered, so I have never run this play and will not pretend otherwise. what I am confident of is the part that is just arithmetic: posting more into a filter does not clear the filter, and spinning up a fresh account to escape one is how people turn a temporary problem into a permanent one.

this account has never been banned. not because it got away with anything, but because it never ran the plays that get you banned.

section 10

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. Reddit threads rank fast and LLMs cite them. an unlinked brand mention inside a high-signal answer becomes retrievable, and the model repeats it to the next person who asks.

the receipt: 25 threads flagged high-value out of 790 tracked, scored on the value of the conversation rather than the upvotes. 1.57M tracked views is the surface they came from.

every conversation is worth more than the close

the threads where someone is ready to buy are a rounding error next to the threads that tell you who they are. 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.

Clearbox Aura

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 11

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 12

delegation: handing the account to someone else

everything above assumes a person is reading the thread and a person is writing the reply. that person does not have to be you. a VA is a human, which is the entire requirement. it fails when the VA is handed an account and a goal and nothing else, because you cannot run this blind.

the VA is a human, which is the whole point

human engagement means a person reads the thread and a person writes the reply. that person can be a competent VA who knows your business and lives in your subs. the reading and the writing stay human. everything that happens before and after them is yours to automate.

they need the business, not a script

a VA who does not understand what you sell writes comments that are polite and useless, which the sub smells immediately. they need the offer, the objections, the words your customers actually use, and enough context to know when the honest answer is that your thing is wrong for this person. that answer is the one that earns the next thread.

without the data they are guessing

a VA told to go be helpful on Reddit is scrolling blind. they do not know which of last night's threads is worth a reply, which sub is about to remove them for it, or which question has been asked forty times this month. they burn hours in the wrong places and the one thread that mattered scrolled past at 3am.

the pull is the queue and the guardrail

the API hands them the last 24 hours already sorted: the threads worth answering, the sub each one lives in, and what the account is cleared to do there. they open a short list instead of a firehose, and the rules travel with the list. that is what makes handing the account to someone else survivable.

automate off Reddit, always

the pull, the scoring, the routing, the content it feeds, the copy it sharpens, the ICP context it fills in, all of that runs off-platform where nothing is scanning for it. the only thing that touches Reddit is a person typing. that line is what keeps the account alive, and it does not move because you hired someone.

the 24-hour pull is what makes this safe. your VA opens a scored list of the threads worth answering, with the rules for each sub attached, instead of a blank search bar and an instruction to go be helpful. the account stays human. the work stops depending on you being awake.

section 13

the weekly version of this report

I mine Reddit for GTM signal every week and send the report on Thursdays. the threads that matter, the competitor moves, and what the AI answer engines picked up.

get the Thursday report →

or join r/GTMBuilders if you want to build alongside us →

built with Next.js · Tailwind · Claude · Remotion