Agency is pushing 'LLM SEO optimization' for an extra fee — what actually changes on our product pages?

On the technical side, LLMs aren't reading some magical protocol. They just parse standard Schema.org data, clean Markdown tables, and semantic HTML5 tags. If your product pages have specs like desk motor power, minimum and maximum height ranges in a standard table and JSON-LD data, the technical work is already done.

Every three years they invent a new acronym to pad their invoices. It used to be mobile-friendly, then it became voice search optimization, now it's LLM optimization. There's no special coding language just for AI; any cleanly coded website gets parsed properly by bots anyway.

On our own e-commerce store, all we did was convert our spec tables into JSON-LD and include exact measurements. Within two months, AI search summary boxes started using us as a source. Didn't pay an agency a dime—our in-house dev spent maybe six hours on it in total.

Did you ask the agency how they plan to measure the success of this 800-dollar service? Can they show a clear reporting dashboard like traditional rank tracking, or are they just gonna hand you vague reports claiming 'models understand your brand better now'? Never budget for things you can't measure.

Under the current contract they were explaining your site to Google and now for an extra 800 bucks it looks like they just wanna copy-paste that same copy and feed it to chatbots too. Packaging a two-line FAQ update as an AI revolution is classic agency playbook.

To run a quick check yourself: 1) View page source and validate your schema markup in Google's Rich Results Test, 2) Strip the generic fluff from product descriptions and replace it with concrete weight limits and parts warranties, 3) Make sure your brand gets unbiased mentions on third-party review sites.

Bottom line, this pitch is less about genuine technical requirements and more about agencies riding the AI hype wave to inflate retainers. If your core product data and technical schema are already solid, turning down this upsell won't put your revenue at risk.

Thanks, this was very helpful. If rankings stay the same but clicks drop, the issue isn't your page, but the search result appearance.

I'm also curious if anyone does it differently.

i dont think this advice fits everyone and merge instead of deleting; deleted content doesnt come back.

updating an existing page yields faster results than creatng a new one but correct me if I'm wrong.

I can't fully agree with this. Speed is a threshold issue; if you're already fast, making it faster changes nothing.

Of course, it varies if your situation is different.

Exactly, and not many people know this. btw hasty decisions become decisions you have to fix six months later.

If I were you Id go this route.

Saved.

I'm a small business let me explain from my side... Internal linking is the cheapest and most neglected task.

If you post the result here, it will help others too.

The most overlooked point about LLM SEO optimization is this: The biggest time-waster for us was not knowing who had the final say.

Discussing numbers without verifying the measurement setup is a waste of time.

yes, thats exactly how it is with LLM SEO optimization.. but the real isssue isnt the number, but what its based on.

discussing numbers without verifying the measurement setup is a waste of time but anyway of course it varies if your situation is different.

My perspective changed after experiencing that. Trying to do this alone is the most expensive way.

I'm also curious if anyone does it differently.

Let me clarify the technical side. Don't trust anyone who gives guarantees; there are no guarantees in this business.

If you have questions, write them; I'll answer as best I can.

There is something to watch out for. Trying to do this alone is the most expensive way.