We Analyzed 500 LinkedIn Comments from Top B2B Founders — Here's What Actually Gets Replies

We Analyzed 500 LinkedIn Comments from Top B2B Founders — Here's What Actually Gets Replies

Every B2B founder knows the routine. You spend 20 minutes crafting a thoughtful comment on a post from Paul Graham or Naval Ravikant. You hit post. You wait. Maybe a few likes trickle in. No replies. No conversation. No visibility.

Meanwhile, someone else drops three sentences and gets 40 replies and ends up in the original poster's reshare.

What are they doing that you're not?

We decided to find out. We analyzed 500 comments from 7 high-engagement posts by top B2B founders — Naval Ravikant, Lenny Rachitsky, Elad Gil, Paul Graham, Marc Andreessen, Dharmesh Shah, and Sahil Lavingia. Each post had 100+ comments, giving us a clean dataset of real engagement patterns.

We tagged every comment by type, word count, emoji usage, question vs. statement, and personal story presence. Then we crunched the numbers.

The results surprised us. The most popular comment style turned out to be the *least* effective. The format most founders ignore turned out to be the *most* effective by a 2x margin. And the LinkedIn advice you've probably read about emojis? Almost completely false.

Finding 1: Questions Get 66% More Replies — But Most Founders Don't Ask Them

Only 25% of founder comments contain a question. Yet question-based comments generate 66% more replies than statements (3.98 avg replies vs. 2.39).

Questions get more replies. Statements get more likes. But if you're a B2B founder trying to build relationships on LinkedIn, replies are what matter. LinkedIn's algorithm surfaces comments with active reply chains far more prominently than those with passive likes.

How to apply this: End every substantive comment with one genuine, specific question. Not "thoughts?" — a question that only someone who read your comment would think to ask.

Finding 2: The 31–60 Word Sweet Spot

We bucketed every comment by word count:

- 1–15 words: avg engagement 9.37

- 16–30 words: avg engagement 11.00

- 31–60 words: avg engagement 19.27 ✅

- 60+ words: drops significantly

Comments in the 31–60 word range outperformed micro-comments by 106%. Yet 63% of founder comments fall under 30 words. Most people are too short.

Under 30 words feels reactive. Over 60 words feels like a monologue. The sweet spot is long enough to say something real, short enough to be read.

How to apply this: Count your words before posting. Aim for 35–55. One sentence of context, one of insight, one question.

Finding 3: Story + Insight Beats Pure Advice by 2x (But Pure Advice Is What Everyone Posts)

This is the finding that surprised us most.

| Rank | Comment Type | Avg Total Engagement |

|------|---|---|

| 🥇 1 | Story + Insight | 21.58 |

| 🥈 2 | Debate | 14.83 |

| 🥉 3 | Joke/Light | 11.05 |

| 4 | Question | 10.85 |

| 5 | Pure Advice | 9.53 |

Story + Insight outperforms Pure Advice by 126%. And Pure Advice? It's the most common format at 28% of all comments — yet it ranks dead last for replies (0.88 average).

Most founders comment like: *"The best PMs I've worked with all have strong opinions, loosely held."* True. But it's what everyone says. Nobody replies to a nod.

Story + Insight looks like: *"I made this mistake at my last company. We ignored early churn signals for 8 months because new ARR looked great. By the time we fixed it, we'd lost our 3 best advocates..."* Same insight, grounded in real experience. It gets 2x more engagement.

How to apply this: Before writing a comment, ask: "Do I have a 2–3 sentence story that supports this point?" If yes, lead with the story.

Finding 4: Emojis Have Almost Zero Effect

| | With Emoji | Without Emoji |

|---|---|---|

| Avg Total Engagement | 13.87 | 13.64 |

| Avg Replies | 2.69 | 2.83 |

| Multiplier | +2% | baseline |

Emojis improved engagement by 2%. That's noise.

The popular advice — "use emojis to stand out in the feed" — is not supported by the data at the comment level. Weak comments with emojis are still weak comments.

How to apply this: Don't optimize for decoration. Fix the format and content first. Use an emoji only if it genuinely improves readability.

The Winning Formula

Stack all 4 findings and the highest-performing comment looks like this:

Word count: 35–55 words

Format: Story + Insight

Ending: Specific question

Personal references: At least one ("I", "we", "my company")

*"We ran this exact experiment in 2024 — switched from feature-led to outcome-led messaging in our cold outreach. Reply rates went from 4% to 11% in 6 weeks. Nothing else changed. Curious whether you've seen the same lift in email vs. LinkedIn DMs, or does the channel change the formula?"*

51 words ✅ Story + Insight ✅ Ends with question ✅ Personal reference ✅

Methodology

500 comments from 7 LinkedIn posts by top B2B founders (Naval Ravikant, Lenny Rachitsky, Elad Gil, Paul Graham, Marc Andreessen, Dharmesh Shah, Sahil Lavingia). All posts had 100+ comments. Analyzed in Q1 2026. Metrics: word count, question presence, story score, emoji presence, comment type, likes, replies.

*Research by Remarkly — the LinkedIn comment tool built for solo founders. [Try it free →](https://remarkly.co)*