Sample audit · public posts as of 1 Oct 2026

Adam Robinson, 712 posts, tested against his own posts

We took nineteen of the most repeated LinkedIn rules and checked each one against what actually happened on his feed. Every post is compared only with his other posts from the same 30 days, so his audience growing or shrinking cancels out.

712 original postsJun 2023 to Sep 2026~18 a monthmedian 261 reactionsbest 4,038159,474 followers (20 Oct 2026)data as of 1 Oct 2026

How to read the numbers. "+48%" means posts that follow the rule typically get 48% more reactions than his other posts from the same month. "Not enough posts to tell" means he has not done it often enough for a real difference to show; we say how big the difference would have needed to be.

Why Adam Robinson

He is one of the founders most often held up as proof that LinkedIn alone can build a company. RB2B went from zero to $5M in annual revenue in 12 months with his LinkedIn as its only marketing channel, and he teaches his approach openly, so his habits get copied. He has also posted almost every day for three years, which gives enough history to test nineteen rules properly; most accounts do not have that. If the standard rules hold anywhere, they should hold here.

We have no connection to him. We chose his account because it is public, prolific and influential. Sources: SaaStock, Founderpath.

Keep

Three things that clearly work for him

ResultPostsWhat it means
Put a specific number in the post+48%471His strongest lever. A dollar figure, a count or a percentage. Several other habits (longer posts, lots of line breaks) look good mainly because those posts also carry a number.
Don't write short−30%237His shortest posts get 30% fewer reactions. Even short posts with a number still lose 24%. The usual "keep it short" advice is wrong for him.
Attach an image+21%212Smaller than the first two, and the easiest to act on.

Also true for him: posts that open with "I", "my" or "we" get 23% more (160 posts). A link in the post costs about 15% (338 posts). That matches the usual advice, though it is a cost, not the reach-killer people describe.

Ignore

Eight things he can stop worrying about

VerdictIn plain words
Asking questions to get commentsMakes no real differencePosts with a question get 9% fewer reactions across 456 posts. The difference is real but too small to matter.
Tagging peopleMakes no real difference6% lower across 466 posts. Tagging is not bringing him extra reach.
Lists and bullet pointsA few hits, not a patternA handful of list posts did very well and pull the average up. Most of his 421 list posts did no better than his other posts that month.
Lots of white spaceLuck and numbersIt looks like +24%, but that disappears once you compare only posts that both have a number. With 19 rules tested, one or two will look good by chance, and this is one of them.
HashtagsNot enough posts to tellOnly 72 posts used them, and they show no difference. With that few, only a change of 30% or more would have shown up. Anything smaller is invisible, so hashtags are not worth his attention either way.
Ending with a questionNot enough posts to tellOnly 42 posts. A difference would have needed to be 50% or more to show up.
Carousels and all-caps hooksNot enough posts to tell8 and 7 posts. He barely uses them.
Posting in the morningNot enough posts to tell2 morning posts in three years. No data.

Never tried, so nothing to test: video.

Test

Two things worth a real experiment

Both point in a promising direction, but his history alone cannot settle them. A test can.

So farPostsWhat we would expect from a test
Opening with a story+17%135Our prediction: story openings lift his reactions by around 15 to 20%. Two of his three best posts ever were stories about a person. A test on his next 50 or so posts would tell whether that lift is real and, with his own impressions, whether stories also reach more people.
Posting at the weekend+16%165Our prediction: weekend posts do no worse, and possibly better. That would contradict "never post at the weekend" and give him two more posting days.

Before any of this: his typical post is earning less

His audience changed how it behaves, once

Around November 2024, people started resharing his posts less: reposts per reaction fell by 37%. That is a change in behaviour, not in audience size. Whether it was him or LinkedIn would show up in the same check on other accounts over the same dates.

What this cannot tell you

It cannot prove cause. If he adds images to the posts he already thinks are strongest, the image gets the credit. Looking back at past posts can never separate those two. The only way is a test on his own account: a coin flip decides which upcoming posts carry the change, then we measure.

It measures reactions and comments, not impressions. Impressions are visible only to the account owner, so a public audit shows what people responded to, not how many people saw it.


Appendix

Where the nineteen rules come from

They are not Adam's rules. They are the pieces of advice that come up again and again in LinkedIn growth content: creator playbooks, ghostwriter threads, "how I grew to 100k" posts. Things like "keep it short", "never put a link in the post", "use three to five hashtags" and "post in the morning". We chose them because they are the rules people actually follow, so they are the ones worth checking. In a paid audit you can add your own: the rules your ghostwriter or your playbook swears by.

His ten best posts, against his own baseline

Each post compared with the twenty posts nearest it in time, so an early post is not buried by a later, bigger audience. Reposts of other people are excluded.

  1. 44× "If you're over 40 you might not recognize this guy, but every serious entrepreneur needs to study him." post3,914 reactions · 9 Jul 2023
  2. 12× "Last week our VP of Sales resigned. Instead of replacing him, we made the difficult decision to scale back..." post986 reactions · 31 Jul 2023
  3. 11× "I just spoke to a group of 130 CEOs, CMOs and CROs about my backwards approach to AI." post1,351 reactions · 19 Nov 2025
  4. 9× "Everybody thinks Clay raised at a $3.1B valuation because they grew 300% in 6 months. They're wrong." post1,383 reactions · 6 Nov 2025
  5. 8× "A CEO friend of mine just shut down his startup after 12 years. He raised over $30m in VC..." post2,896 reactions · 23 Jan 2025
  6. 8× "I built a SaaS to $14M ARR with 6 employees and no VC funding. Here are 10 lessons..." post633 reactions · 8 Aug 2023
  7. 8× "I'm thrilled to announce RB2B raised a $100m Series A at a $1.2b valuation led by a16z." post2,058 reactions · 1 Apr 2025An April Fools' post. A joke that worked; listed, not counted as a lesson.
  8. 7× "$10M ARR is the FU MONEY of SaaS." post1,550 reactions · 3 Jan 2026
  9. 6× "I've bootstrapped $0-1M 3x times. Last year I spent 30 days reverse-engineering my entire startup playbook..." post2,072 reactions · 22 May 2025
  10. 6× A one-line poll asking founders whether they agree. post478 reactions · 19 Jun 2023

"44×" means 44 times the reactions of his typical post at that time. Eight of the ten carry a specific number. Two of the top three are stories about a person, which is why story openings are worth testing.

All nineteen rules, in one table

Result = how posts following the rule did against his other posts from the same month. "Smallest visible change" = how big a difference had to be for this many posts to show it reliably.

RuleResultPostsSmallest visible changeVerdict
Specific numbers beat vague claims+48%47115%Works
Keep it short−30%23723%The opposite is true
Long posts build authority+37%23621%Works, mostly via numbers
Never put a link in the post−15%33815%True, a modest cost
Always add an image+21%21220%Works
Write in the first person+23%16026%Works
Ask questions to drive comments−9%45613%No real difference
Tag people to borrow their audience−6%46615%No real difference
Lots of white space+24%23820%Luck and numbers
Listicles beat prose+21%42118%A few hits, not a pattern
Never post at the weekend+16%16527%Worth testing
Open with a story+17%13527%Worth testing
Hashtags extend reach−3%7231%Not enough posts
Always end with a question−9%4252%Not enough posts
Use three to five hashtags+6%1976%Not enough posts
Carousels get the most reach−17%85×Not enough posts
Shout the hook in capitals−24%73×Not enough posts
Post in the morningn/a2n/aNot enough posts
Video wins everywheren/a0n/aNever tried

Why "keep" has three rows, not seven

Numbers, long posts and lots of line breaks tend to show up in the same posts, so their effects overlap rather than add up. We re-checked each one using only posts that already had a number:

Among posts with a numberResultPostsHolds on its own?
Short−24%137Yes
Long+23%218Not clearly
Lots of line breaks+13%227No

Short posts lose even with a number, so "don't write short" stays. Long posts and line breaks were mostly riding on the number.

How it was done

Independent analysis of public posts. Not affiliated with or endorsed by Adam Robinson, RB2B or MoltSets.

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