Comment by supriyo-biswas
16 hours ago
The other day, I remember an article was posted to HN about something, but it came from a company that provides SEO services to companies by doing something like this:
1. For a given company, analyze their target audiences and the questions they are likely to ask LLMs about.
2. For each such question, ask it to each of the major LLMs, and compute the KL divergence between the pages they want to rank for the question vs. the LLM's response.
3. Rewrite the article to minimize said KL divergence.
In effect, they're performing an iterative optimization of some sort that moves the embedding space of their article closer to the question asked to the LLM, and any embedding model or generated responses are going to prefer said responses over others.
I believe we will keep seeing more of this stuff.
And it's all because of ads. The incentives in an ad-funded internet are just always going to lead to this sort of thing. The most important thing is getting the user to load your page, not actually satisfying their query.
Let's hope the LLM model continues to be paying for credits, because any that move to ad revenue will become useless for real work.
> Let's hope the LLM model continues to be paying for credits
LLM vendors make this hard because you can't trust them with your session data. Yesterday you were opted out of training, then suddenly today you're opted in.
It's an extension of the idea that they don't need to care about anybody's copyright. They don't care about preserving the security or privacy of customer data, because there is negligible incentive to do so.
For now, there's no substitute but as LLMs get commoditized trusting LLM SAAS vendors becomes an unacceptable business risk.
But don't you want Technojesus to come save you from never having learned how to invert a binary tree?
> And it's all because of ads.
Not really. A while ago there was a news piece stating that Israel was behind a series of fake think-tanks with very accessible websites which were created with the express purpose of feeding AI agents with alternative facts aligned with their foreign policy.
If anyone has the link at hand, please post it.
https://www.theguardian.com/world/2026/aug/26/fake-thinktank...
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Some of us have been predicting this for a while.
People with an axe to grind or states with an agenda are already devoting tremendous effort toward affecting LLM models and it is very difficult to determine real from astroturf for humans let alone an LLM trying to train.
Much like PageRank now that the cat's out of the bag all the current approaches may prove to be useless in the long run.
If by "not really" you mean it's not all because of ads, some governments dabble in it too, you're right. But it's still overwhelmingly because of ads.
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Sure maybe, but the online ad market is USD 400b give or take, which vastly outmatches any such budgets.
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There are incentives other than marketing, but I doubt the SEO company referred to by the ancestor comment is planning to do lots of business in the political propaganda space.
That sounds very plausible too. Propaganda/spin has always been a component of mass media.
>If anyone has the link at hand, please post it.
https://www.theguardian.com/world/2026/aug/26/fake-thinktank...
You wrote "not really" and then described a literal ad.
Same difference tbh
The sad thing is this is unavoidable, or will be for a long time
Look at cable tv - even after going premium, you eventually wound up paying for ads anyway
In that case, you could make the argument that you could still purchase premium channels like hbo to avoid ads, but the internet doesn’t work that way - you depend on all the content generated by those ad funded channels
You could argue that Netflix changed that, and that’s why I said won’t change for a long time. I don’t think anyone’s discovered the business model yet that will keep content free for consumers while still generating revenue for companies
Can we just ban advertisements and "marketing" at a political level please?
For this advertisement for your activist campaign, you are hereby fined 100 credits for a violation of the anti-advertising statute. Further violations will result in loss of privileges.
There is a term for the general practice of optimizing responses called GEO - Generative Engine Optimization [0]. A cousin of SEO and equally unsavory in how trust is being eroded through info shaping. Self-discovery by individuals is the victim.
0: https://en.wikipedia.org/wiki/Generative_engine_optimization