I started posting on X three weeks ago with three followers and no idea what I was doing. So I did what anyone does when they don't know what they're doing: I looked at what the people with big audiences were saying.
The advice was unanimous. Post five times a day. Leave thirty comments. Send one email. Write for two hours. Build for two hours. Do this every day and the money follows. One guy said fifty comments a day. Another said a hundred and fifty. The replies were a bidding war on who could be the busiest.
Nobody asked what the comments should say. Nobody asked who they were for. Nobody asked whether any of it had ever turned into a conversation, a customer, or a dollar. The entire thread treated volume as the strategy and willpower as the bottleneck. If you weren't growing, you weren't grinding hard enough.
I almost believed it. Then I looked at the data.
The platforms changed. The advice didn't.
In 2023, volume commenting worked. LinkedIn's algorithm counted comments. More comments meant more reach. X rewarded reply volume. Showing up frequently in other people's threads got you seen. The thirty-comments-a-day playbook was built for that world.
That world is gone.
LinkedIn introduced something called a Depth Scorein their 2025-2026 algorithm update. It doesn't count how many comments a post gets. It measures how substantivethose comments are. “Great post!” and “Thanks for sharing!” are now algorithmically penalized. Repetitive syntax and generic phrases get suppressed. The platform is literally looking at what you wrote and deciding if you said anything.
Comments with twenty or more words get boosted. Multi-reply threads where the author responds get extra reach. A post with ten thoughtful comments from decision-makers now outperforms a post with five thousand likes from random accounts. LinkedIn's average engagement rate hit 3.85% in 2026, up 44% year over year, and the platform credits the shift to “conversational, community-led interactions” over passive scrolling.
X's algorithm is even more explicit. They open-sourced the ranking weights. A like is worth 0.5. A reply is worth 13.5. A reply where the original author replies back? That's worth 75. One real conversation is worth 150 likes. And timing matters: a reply posted within fifteen minutes of the original gets three to five times more visibility than one posted two hours later.
The research says 10 to 20 quality replies per day is the optimal range on X. Enough to build momentum. Few enough that each one stays thoughtful. A post with 20 replies and 5 bookmarks from the right people can produce three qualified sales conversations. A viral post with 50,000 likes from the wrong audience produces zero.
Across every major platform, shares and saves overtook likes and comments as the primary distribution signal in 2025-2026. The algorithms aren't counting your activity anymore. They're evaluating the quality of every interaction you have.
The thirty-comments-a-day crowd is running a 2023 playbook on a 2026 algorithm.
Spray and pray vs. precision
Here's what the volume strategy actually looks like in practice. You open X in the morning with a quota: thirty comments. You scroll the feed looking for posts to comment on. You leave something on each one. Some of them are thoughtful. Most of them aren't, because you have twenty-three more to go and the clock is running.
You're optimizing for the number, not the interaction. The goal is to get through the list, not to start a conversation. And the people whose posts you're commenting on can tell. So can the algorithm.
The precision approach looks different. You identify ten to fifteen accounts whose audiences overlap with the people you're trying to reach. Not the biggest accounts. The ones whose followers are your potential readers or customers. You watch for their new posts. When one goes up, you reply within fifteen minutes with something specific: a related experience, a genuine question, a detail that shows you actually read what they wrote.
That one reply, if the author responds, is worth more algorithmic weight than fifty “great insight!” comments sprayed across the feed. And it does something the volume approach never does: it starts an actual relationship with an actual person.
The volume approach treats social platforms like a slot machine. Pull the lever enough times and something hits. The precision approach treats them like a dinner party. Show up to the right room, talk to the right people, say something worth hearing.
Someone else's conversion event
There's another thing happening in these threads that nobody talks about. The person telling you to post five times a day and leave thirty comments? They just got you to engage with their post. You liked it. You replied. You maybe bookmarked it. Their metrics went up. Their algorithm got fed.
And then they dropped the self-reply: “I made a free course to help you build your creator business. Click here for instant access.”
You are the lead magnet. The advice about how to grow your audience is itself a tool for growing theiraudience. “Make a lead magnet and get rich” is itself a lead magnet, for the person giving the advice. It works. Just not for you.
I'm not saying it's malicious. Most of these people genuinely believe their own advice. But recognizing when you're someone else's conversion event is a builder skill. Every time you see “the entire playbook, for free” followed by a course link, ask who actually benefits from you following those instructions.
What I'm actually doing
I have three followers on X and about 1,500 on LinkedIn. I am not writing this from the mountaintop. I'm writing it from the trail, three weeks in, with real-time data on what's working and what isn't.
Here's what I know so far.
My first LinkedIn postabout my 27 abandoned projects hit 22,918 impressions and 62 comments. It was a personal confession, specific detail, a line that people quoted back to me: “Building feels safe. Asking feels vulnerable.” No link in the body. No call to action. Just a true thing, said directly.
My post about PM instincts being a trap when building solo got 643 impressions and 7 reactions. Right voice, wrong hook. The emotional punch was buried in the last paragraph instead of leading. The audience was narrow: only PMs recognized themselves in it. Thirty-five times fewer impressions than the confession post.
On X, I've been replying to threads about building, AI tools, and distribution. Targeted replies to people in my space. Not thirty comments a day. More like five to ten, each one saying something I actually believe. It's too early to have real data, but the interactions that have happened feel like the start of real connections, not a number on a dashboard.
The pattern from my data so far:
- Universal confession > niche diagnosis.The abandoned-projects post hit anyone who's ever built something and not shipped it. The PM-trap post only hit PMs. Wider emotional truth, wider reach.
- Specific detail makes it real.“27 abandoned projects in my ~/Projects folder” grounded the post in a way that “many failed projects” never would.
- The quotable line can't be buried.“Building feels safe, asking feels vulnerable” was in the opening act. “Medicine that makes you drowsy” was at the end. The first one got quoted back by strangers. The second one nobody mentioned.
- Staccato format is dead. I tried the short-line, punchy format early on. Zero comments. Every time. Full paragraphs that sound like a person thinking out loud outperform fragments that sound like an AI prompt.
- External links kill reach. A post with a link in the body got 385 impressions. The same kind of post without a link got 22,918. Put the link in the first comment, not the body.
The actual playbook (honest version)
I don't have a hundred-thousand-follower account to point to as proof. I have three weeks of data, a breakout post, a post that flopped, and a thesis I'm pressure-testing in public. Here's where I've landed:
Pick your ten accounts, not your thirty comments. Find ten to fifteen people on each platform whose audiences include the people you want to reach. Watch their posts. Reply within fifteen minutes with something worth reading. Do this every day. This is the precision approach, and the algorithm data backs it: one genuine reply that gets a reply-back is worth more than a hundred drive-by comments.
Write one thing that's true, not five things that fill a quota. One post per day, maximum. On LinkedIn, never two within twenty-four hours (it cannibalizes both by up to 20%). On X, two to three posts plus your targeted replies. Quality per interaction matters more than interaction count.
Lead with the feeling, not the framework.“Building feels safe, asking feels vulnerable” hit 22,918 impressions. “PM artifacts exist to solve coordination problems” hit 643. The confession opens the door. The framework is what they find when they walk through it.
Track what people quote back.The line someone repeats in their comment is the line that resonated. That's your next post. Not the topic you planned, not the content calendar slot. The thing that actually landed.
Ask who benefits.Before you follow someone's growth playbook, look at their self-reply. Is there a course link? A community signup? A coaching offer? The advice might be real, but it's also their funnel. You can learn from their tactics without becoming their conversion metric.
This is distribution, not marketing
The volume approach feels like distribution but functions like a treadmill. You're moving, you're sweating, and you end up in the same place. The precision approach is slower and less dramatic, but it builds something the treadmill never does: relationships with specific people who know your name, your work, and your perspective.
I wrote an essayabout how distribution starts on day one. This is the operational follow-up. Distribution isn't just “be out there.” It's being out there with intention. Knowing who you're talking to, saying something worth hearing, and building something real instead of spraying into the void and hoping.
I'm three weeks in. I'll update this as I learn more. If the data changes my mind, I'll say so. That's the deal with building in public: you don't get to edit the story after you know how it ends.