The Strategic Pivot: Why LLM Visibility Will Reshape Enterprise Positioning by 2028

The Strategic Pivot: Why LLM Visibility Will Reshape Enterprise Positioning by 2028

Let’s start with a question: if your business isn't visible to AI, does it even exist in 2028? Bold, maybe, but that's where things are headed. The way enterprises position themselves hasn’t just shifted in recent years, it’s been turned entirely on its head. We’ve evolved from optimising for search engines to fighting for space on AI-driven recommendation systems. And it’s not slowing down.

In my experience running testing experiments with generative AI platforms, one thing’s clear: traditional SEO is gradually losing the monopoly it once had on visibility. Instead, what I’d call an LLM visibility strategy, positioning your brand to be recognised and recalled by large language models like ChatGPT, Google Bard, and others, is fast becoming critical for enterprise survival, let alone growth. I’ll explain why, how, and what to do about it. Stick with me.

Your next actions

Here’s what I’d suggest doing right now:

1. Run key prompts for your industry across ChatGPT, Google Bard, and Perplexity. Analyse where your brand shows up, or doesn’t.
2. Audit your content. If your technical, educational, or thought leadership materials aren’t widely available, fix that.
3. Monitor updates to AI models and track visibility over time. If you’re not already using a tool for this, start now. (Shameless plug: you can check Contxt for that.)
4. Make LLM visibility a board-level priority. Present the data, show the consequences of inaction, and get buy-in.

2028 isn’t far off, and the AI systems customers trust now will shape the markets we operate in tomorrow. Don’t wait to play catch-up.