Reddit as an acquisition channel for AI models

Reddit occupies an odd position in this niche. It is simultaneously the most commonly recommended channel and the one most people get least out of, and the reason is a structural misunderstanding: they treat it as a distribution platform when it is a collection of communities that each have an editor.

Posting the same asset to twenty subreddits is broadcasting. It gets removed, it gets the account flagged, and it teaches the poster that Reddit does not work.

Every subreddit is a separate publication

Its own rules, its own moderators, its own tolerance for AI content, its own view on promotion. A rule that is fine in one is an instant removal in another. There is no site-wide strategy, only twenty individual ones.

Moderation is human and remembers

Unlike algorithmic moderation, subreddit moderators recognise patterns across time. An account that has been removed twice is treated differently from a new one, and a botched appeal will close the door for good.

Account history is a ranking signal for humans

Moderators and users both check post history. An account whose entire history is promotional links reads as spam regardless of the content quality, and it will be treated accordingly.

AI content policy varies wildly

Some communities welcome it, some require flair, some ban it outright, and some allow it but their audience is hostile. All four are common. Read the rules and then read the comments on recent AI posts, because the second tells you more than the first.

1. 01

   Pick five communities, not twenty

   Choose on fit rather than size. A community of 40,000 people who want exactly this converts better than one of two million who tolerate it, and it is far more survivable from a moderation standpoint.

   Gotcha — Write down each one's rules on AI content, promotion and account age. You will forget, and the cost of forgetting is a removal.

2. 02

   Participate before promoting, for weeks not days

   Comment, upvote, post non-promotional content that belongs there. This clears automated thresholds and, more importantly, builds the post history that a moderator checks when deciding whether you are a spammer.

3. 03

   Post at a sustainable ratio

   The workable pattern is a minority of your activity being promotional. Communities that publish a ratio mean it; communities that do not still enforce something like it through moderator judgement.

4. 04

   Disclose AI status in the post itself

   Flair where flair exists, plain statement where it does not. Beyond the rules, it filters out the audience that would have been hostile and keeps the audience that converts.

5. 05

   Send traffic somewhere you control

   Point at a landing page or a link hub rather than a paywall directly. It survives more communities' promotion rules, it lets you measure, and it means a subreddit ban does not sever the funnel.

   Gotcha — It also means you can change platforms later without re-earning the traffic.

6. 06

   Measure per community, not in aggregate

   Track clicks and conversions by source community. Expect a handful of communities to produce most of the value and the rest to produce almost none. A total hides that split, and the split is the thing you act on.

7. 07

   Cut and replace, monthly

   Drop the communities producing nothing and test one new one. The channel decays as communities change moderators and rules, so a static list stops working eventually.

• Automation. Detectable, against site-wide rules, and it destroys the account history that makes the channel work.
• Buying aged accounts. Also against the rules, and moderators in relevant communities are unusually good at spotting the pattern.
• Arguing with moderators. There is no appeal process that rewards persistence. A polite single message or nothing.
• Treating removals as random. They are almost never random. Each one has a rule behind it, and reading it is the whole lesson.
• Identical captions across communities. The clearest possible signal of broadcasting.