LinkedIn Is the Worst, So Use AI Imagery That Stops the Scroll

Let’s be honest: LinkedIn is the worst social media platform that you still can’t ignore. Every other week, someone in r/nocode posts a variation of the same complaint: fake engagement, humble-brags, algorithm games. But if you sell B2B services—automation consulting, clinic ops, agency retainers—LinkedIn is where your buyers actually are. The platform isn’t going away, and neither is your need to post consistently.

The fix isn’t to post more text. It’s to post visuals that make people stop scrolling. And here’s what I’ve been paying attention to this week: AI image and video generation has quietly crossed a threshold. Open models are now handling scenarios they “shouldn’t” handle, and pose control tools have matured to the point where you can direct AI imagery with the precision of a photo shoot. This is a massive opportunity for agency owners and ops leaders who need fresh content without the wait or the budget.

The Problem

Most B2B teams have two options for visual content: hire a designer/photographer, or use stock photos. Both are slow and expensive. Stock photos are worse—they look like stock photos. Your audience can smell a generic handshake photo from a mile away.

LinkedIn punishes that. The algorithm seems to reward originality, and your buyers are tired of the same boring corporate imagery. Meanwhile, the tools you have available are better than you think. Two signals from this week convinced me to write this playbook:

1. A Reddit user ran an open image model called SCAIL 2 through a bunch of scenarios it should not handle. It handled most of them. That’s not nothing. It means the next generation of AI generation is robust enough for real-world use—not just pretty art.

2. Someone posted “120 Krea2 pose prompts” to r/comfyui. For the uninitiated, Krea2 is a tool that lets you describe or specify poses, and the prompts are reusable recipes. You can take a pose prompt, feed in your character, and generate a coherent visual with exact body positioning.

And if you need proof that AI video has crossed into “shareable” territory, there’s a “smart dog” AI video making the rounds in r/aivideo. It’s a goofy clip—the kind of thing people actually share on LinkedIn, oddly enough, because it’s human.

The problem is that most B2B operators are still treating AI image generation as a toy. They’re not systematizing it into their marketing pipeline. This playbook changes that.

The Solution

Here’s the practical pipeline I recommend for agency owners and B2B service leads. You don’t need to be a designer. You need prompts, a consistent visual identity, and a willingness to iterate.

Step 1: Build your “hero character” library with Krea2 pose prompts

The hardest part of AI-generated marketing visuals is keeping the same character across multiple posts. If you’ve ever tried to generate a “consistent CEO avatar,” you know it’s a nightmare of changing faces and clothing.

Pose prompts solve half the problem. Krea2 lets you specify the pose of the subject, which means you can reuse a pose across different backgrounds or iterations. The 120-prompt collection is a good starting point—it gives you a range of natural, professional poses that don’t look like stock photos. You might find a pose where your character is pointing to a chart, or crossing their arms in a thinking stance, or handing over a device.

Combine that with style locking and you can create a repeatable visual identity for your brand. Want your “SMB owner” character to appear in every post? Generate one base image, then use pose prompts to modify the behavior in each new scene.

Step 2: Stress-test with SCAIL 2 (and similar open models)

Once you have your pose, you need a model that can handle the background and interaction without breaking. That’s where SCAIL 2 comes in. According to the Reddit thread, users are throwing edge-case scenarios at it—things with complex anatomy, reflections, multiple objects, unusual perspectives. And it’s handling most of them.

For your B2B content, that means you can generate realistic clinic waiting rooms, warehouse floors, or office meeting spaces with the character in the right pose. You don’t have to worry about extra fingers, mangled hands, or a chair melting into the floor. That might sound like a low bar, but if you’ve used image models in the past year, you know how quickly a bad hand ruins your credibility with a picky CEO.

My advice: don’t wait for a “perfect” model. Test SCAIL 2 in your own workflow. Take one of your existing blog post ideas, generate a hero image with a pose prompt, and see if it fits the brand. If it looks good enough to post, you’ve just cut your content production time by an order of magnitude.

Step 3: Add AI video for the scroll-stopping hook

LinkedIn is becoming more video-friendly. But you don’t need a professional video studio. The “smart dog” AI video that went viral in r/aivideo proves that even simple AI-generated motion can feel human and shareable.

You can apply the same technique to your B2B content. Take a static image you generated with SCAIL 2, feed it into an AI video tool, and add a subtle motion—a character turning to look at a chart, a product sliding across the table, a light changing. The goal isn’t a cinematic masterpiece. It’s a moving visual that makes someone stop and read your caption.

These short clips are perfect for a LinkedIn post: they autoplay, they’re lightweight, and they convey that your team is ahead of the curve.

Implementation

Here’s a concrete workflow you can put in place today:

1. Collect pose prompts. Start with the 120 Krea2 pose prompts from r/comfyui. Organize them by scenario: consulting, sales, operations, healthcare, etc.

2. Create a character sheet. Spend 30 minutes generating your brand character in a tool like SCAIL 2. Save the seed and any style keywords you used.

3. Generate a batch. For your content calendar (one week, two weeks), generate one hero image per post. Use the pose prompts to vary the composition. Use SCAIL 2 (or another high-reliability model) for generation.

4. Animate selected posts. Pick one or two high-value posts per week and turn the static hero into a short video clip using an AI video generator. Keep it to 3-5 seconds.

5. Schedule and measure. Post on LinkedIn with a clear caption. Notice which visuals get more fresh eyes. Double down on the format.

You don’t need a server or complicated pipeline. Most of these tools have web interfaces or ComfyUI workflows. If you’re already using n8n or GoHighLevel for automation, you can even build a mini-content generator that drafts a caption, creates the visual, and schedules a post—but that’s a topic for another post.

Results

What can you expect? I can’t quote specific metrics because I don’t have them from your account, but here’s the qualitative shift:

• Speed: A visual that used to take a designer 2 days now takes 15 minutes. You can iterate on the same day.
• Consistency: With pose prompts and character sheets, your LinkedIn feed starts to look like a cohesive brand, not a random collection of AI weirdness.
• Distinction: Most B2B posts still use generic stock photos or text-only memes. AI-generated custom visuals, even if imperfect, look native to your brand.
• Engagement: Videos and custom images get more reactions—not because AI is magical, but because they’re more specific to your message.

The real win is the workflow. Once you have a repeatable visual pipeline, content production stops being a bottleneck. You can test more messages, more angles, more offers. That’s the automation advantage.

Key Takeaways

• LinkedIn is the necessary evil for B2B—make the visuals work for you, not against you.
• Open image models like SCAIL 2 are robust enough to handle real-world scenarios. Stop waiting for the “perfect” model.
• Pose prompts (like the Krea2 set) give you control over composition without needing design skills.
• AI video doesn’t need to be Hollywood. A short, subtle motion from a static hero image is enough to stop the scroll.
• Build a repeatable prompt library and character sheet. The system is the edge, not any single tool.

Now go generate something better than a handshake stock photo.

Sources

• Can we say LinkedIn is the worst social media?
• I ran SCAIL 2 through a bunch of scenarios it should not handle. It handled most of them.
• 120 Krea2 pose prompts
• Smart dog 😂🐶