A quick note before you read: this article was written with the help of AI, using the session transcript from Wistia, so please excuse any mishearings š – Sarah, TMM Community Human x
Table of Contents
- What we know about the LinkedIn algorithm
- Personal profiles get more engagement than company pages
- Carousels, video, and what the algorithm reads
- People first content in a B2B LinkedIn strategy
- Three wider trends in B2B social
- Questions from the Q&A
- How do you get your team to post?
- Can agentic AI post for me across all my socials?
- Should knowledge posts be longer?
- How do you report on posts with a long tail?
- Should you drop external links?
- How can you track a post through to a lead?
- Should content go on LinkedIn or the website first?
- What if the posts that do well don't help the business?
- Making it work for you
Nicole Mezzasalma is a senior consultant at Battenhall, a social media and comms consultancy she joined in 2021. Before that she was a journalist, worked in-house in marketing, and spent time at other agencies. She’s been on social since MySpace, and was one of the first 100 people on Twitter. In this session, she talked through what a B2B LinkedIn strategy looks like right now, when one post gets 25,000 impressions and the next gets 200.
“Nobody knows what’s going on with the current algorithm,” she said. “Anyone who tells you they do probably is trying to sell you something.” What she could share was what’s been confirmed, either by LinkedIn or by what she sees posting for herself and for clients every week.
What we know about the LinkedIn algorithm
LinkedIn says it favours knowledge sharing, meaning posts that are insightful or educational. Nicole’s caveat was that it’s still social media. You can spend hours on a post and watch it go nowhere, then share a meme that takes off. What works on other platforms tends to work on LinkedIn too.
Posts that start a conversation are treated as more meaningful, partly because every platform wants people to stay on it longer. For the same reason, posts that keep people on LinkedIn tend to do better than ones that send them somewhere else.
Distribution has changed as well. Since the start of 2026, more posts are being shown to people based on their interests rather than who they follow, closer to how TikTok works. If you have the in-network and out-of-network figures in your personal analytics, you’ll probably see it there.
Posts also last longer now. The advice to delete a post that hasn’t performed in its first half hour doesn’t hold up. Nicole has had posts do very little for a day and then pick up, so leave them where they are.
Personal profiles get more engagement than company pages
The same post shared from a CEO’s profile and from a company page will get very different results, with the personal profile well ahead. Nicole referenced a study by Metricool, carried out with LinkedIn, that showed the gap.
So rather than asking staff to repost the company page, route content through people first. If you’re sharing financial results, the CFO posts them, then the company page follows. A new contract goes out from the head of sales first. Nicole suggested testing that against posting both at once and comparing.
Carousels, video, and what the algorithm reads
Document posts (the PDF carousels most of us know) get the most engagement. Nicole cited Social Insider data from around 1.3 million business posts, and said her own client reporting shows the same. Video is useful for reach and awareness, so don’t write it off.
Most carousels try to do too much. Please don’t post a 70-page one. Nicole treats the carousel as a teaser, with a few main points and images on the slides and the detail in the post copy.
That post copy does more than it looks like it does. LinkedIn doesn’t read the text inside your carousels or videos when deciding who to show them to. The words you want to be found for need to be in the caption, so every visual post needs a proper written post alongside it.
People first content in a B2B LinkedIn strategy
Posts with a person’s face in them do better than posts without, and showing that data is often what gets reluctant leaders to take part. “You’re still selling to people,” Nicole said. The people buying from you might run businesses, but they still want to know who’s behind the product or service. Dogs help too. She introduced her dog, Ludo, on her only promotional slide.
Employer brand posts work well if you use LinkedIn for recruitment, and day-in-the-life videos do as well there as anywhere. You’re allowed to have some fun on LinkedIn, within your tone of voice.
B2B influencers are a growing area. Nicole’s example was GE Aerospace working with a plane influencer on Instagram, which became one of its best performing posts, with over 2,000 likes.
She left the room with three challenges. The first was about mixing more employee-led posts in with your polished brand content, and thinking about how you could share thought leadership more creatively. The second was about leaving people something to reply to. A post that says “here’s what we’re doing” gives nobody a way in, so try changing the CTA, adding something funny, or even including a mistake.
The third went beyond LinkedIn. A lot of B2B conversation now happens in dark social, in Slack groups, DMs, and forwarded emails you can’t track. Where is your brand being talked about that you don’t know about?
Three wider trends in B2B social
Social SEO and AI search
LinkedIn is the most cited domain for professional queries across the major AI platforms, and Nicole doesn’t expect that to change soon. She pointed to a Metricool and LinkedIn report on AI visibility, which found LinkedIn is the number two domain overall across AI search for B2B categories.
The part that got the chat going was that around 65% of that cited content comes from LinkedIn articles rather than feed posts, and around 75% comes from individual creators rather than company pages. If AI citations matter to you, get your experts publishing articles from their own profiles. For citations specifically, articles of roughly 800 to 1,200 words and feed posts of 200 to 300 words came out best. Original writing does better than reshares.
Edutainment
This borrows from TikTok and Reels, with lower production video that shows what you do instead of describing it. For an insurance client, Nicole suggested replacing a text and image post about risk with a 60-second first-person video: three things I saw in a £10 million claim that could have been avoided.
Square does this on TikTok, with restaurant owners explaining in their own words how its product saves them time. Salesforce explains AI agents using food analogies. Shares, saves, and comments count for more than likes, so the aim is something people want to come back to.
Comments as content
Since LinkedIn started showing impressions on comments, you can see how much visibility they bring. For company pages this is community management. Reactive community management is replying on your own posts. Proactive is finding people who mention you, or who are talking about your area, and joining in. Nicole shared an example of Google for Startups replying to a founder who’d mentioned them, which turned into a longer thread.
Questions from the Q&A
How do you get your team to post?
“You’ll never be able to engage the people who really don’t want to do it,” Nicole said. “So, don’t even try.” Start with whoever is willing, even if that’s the intern, and support them. Results tend to follow quickly. For senior leaders who won’t post, ghostwriting is common, and plenty of very senior people have someone else write for them. Once they see it working, they often get more involved.
Joe Glover, who hosted, shared an example of a company that asked 100 staff for volunteers. Twelve put their hands up and were given time and a camera to play with. Nicole added Barclays as a case study. It built an internal ambassador programme with kit and training, and it’s now winning awards for it.
Can agentic AI post for me across all my socials?
It can, but Nicole’s advice was not to let it. People can tell when posts are AI generated, and so can the platforms. She said LinkedIn has announced it uses AI detection to prioritise human-written content, and that even typing in the LinkedIn text box rather than pasting from a document helps. Her last reason was environmental: write your own posts and save the water for something useful.
Should knowledge posts be longer?
Use LinkedIn articles for anything long. They work like blog posts, with headings and formatting, and they bring the AI citation benefit too. Feed posts have a character limit for a reason.
How do you report on posts with a long tail?
You can only report on what you have when the report is due. Nicole checks her LinkedIn analytics for older posts that are still getting traction and reports on those again. One attendee tracks each post after a week and again at four to six weeks. If you can, move reporting later in the month, to the 10th instead of the 3rd, so posts have time to settle.
Should you drop external links?
LinkedIn says links don’t hurt performance, and Nicole doesn’t see much difference in her own posts. What matters is whether the link is relevant. A good post about a report can link to the report. A press release blurb pointing at your homepage is a weaker post, link or no link.
Joe added that it depends what the post is for. A webinar promotion that gets three likes and five good prospects signing up has done its job. Nicole agreed, and said to start with what you want the post to achieve and who it’s for, then work out the tactics.
How can you track a post through to a lead?
Joe mentioned a Dream Data figure suggesting around 81% of the B2B buying process happens before anyone contacts sales. Nicole’s lowest-tech answer was to ask people. When someone buys or signs up, ask what brought them in, and most will tell you. For an SME that might take on 10 new clients a year, that’s 10 conversations.
Should content go on LinkedIn or the website first?
Nicole said upfront that she isn’t an SEO or GEO specialist. Her view is that good GEO is good SEO, and that it changes even faster than social algorithms. Your website is where buyers land, so it comes first. LinkedIn is a bonus, unless you’re a freelancer who gets all your work there.
What if the posts that do well don’t help the business?
Most social is top of funnel. A Christmas jumper day post is unlikely to bring in a sale. What it does is show potential staff that you like working together, which is useful if you’re hiring.
Making it work for you
Nicole’s final point was that algorithms change all the time, so the report you read today is probably describing what worked six months ago. Other people’s findings are a starting point, and your own data will tell you more.
A B2B LinkedIn strategy built on this can start small. One willing colleague posting before the company page, one carousel cut down with the words moved into the caption, or a proactive comment on someone else’s post.
Thank you to Nicole for being so generous with her time and her sources. She’s happy to share the reports she mentioned, so connect with her on LinkedIn if you’d like them.