Interesting piece. The author claims that LLMs like Claude and ChatGPT are mere interfaces for the same kind of algorithms that corporations have been using for decades and that the real “AI Revolution” is that regular people have access to them, where before we did not.
From the article:
Consider what it took to use business intelligence software in 2015. You needed to buy the software, which cost thousands or tens of thousands of dollars. You needed to clean and structure your data. You needed to learn SQL or tableau or whatever visualization tool you were using. You needed to know what questions to ask. The cognitive and financial overhead was high enough that only organizations bothered.
Language models collapsed that overhead to nearly zero. You don’t need to learn a query language. You don’t need to structure your data. You don’t need to know the right technical terms. You just describe what you want in plain English. The interface became conversation.


I’m always up for a good AI dystopia article, but this is pretty poorly written, taking a very long time to say very little new or interesting. For this reason I wouldn’t be surprised if the author used AI assistance in writing it, which would certainly tell you something about the author’s objectivity. (It has a lot of earmarks of recent-model AI essay writing, like repeated use of the rule of threes, though I admit a human could have produced it. )
The thesis appears to be that AI can be an equalizer to put individuals on equal footing to corporate data processing tasks. But conversely that it may not be because viability, quality and reliability depends on who controls the model and whether it hallucinates in critical or non-critical ways. Thanks for the clarity, article.
None of this is new thought, but just another part of an inherently AI-normalizing line of thinking that AI is just another democratizing technological tool (but that could be used for evil - or good! - or evil!). The author addresses some of the AI flaws but ends almost where it began, with that flawed premise, which elides how unlike other tools, AI actually degrades our abilities to think and communicate once we start relying on it. The article doesn’t address that communication, meaning, thought, and reliability are degraded when either individual or corporate systems integrate AI.
Instead, the author would like you to think individuals can level a playing field by using AI against corporate algorithms. And sure, a person denied a medical claim by a health insurer low effort AI can now write a generic low effort appeal, but that appeal can just a efficiently continue to be denied by better funded AI. It’s a spurious and illusory benefit to the individual.
What truly matters and is unaffected by consumer AI use is power - political and corporate power. AI just floods the zone with more output, but the result of us all adopting AI will change nothing to the power imbalance in our system. The solution to low effort slop won’t be more low effort slop - we’d just be burying ourselves deeper in it.
Corporate algorithms gave them that power, or at least have been helping them to maintain it for decades. The article uses the very real example of RealPage, whose YieldStar software was helping landlords manage over 3 million rental properties in the US by 2022. Ultimately it took ProPublica to pull back the curtain on a computed market where an algorithm was telling landlords how much to charge tenants for a majority of the market. And even then, I don’t think it’s stopped. Landlords are still coordinating rent prices across the vast majority of rental properties, and all the common folk has to help is, like the article says, “Zillow and a prayer”.
This is exactly my point. The ability for companies to gouge consumers is exacerbated by algorithms, sure. But they have power because the regulatory rules are either in their favor or not.
Even exposing it as you note didn’t change it. Likewise individual consumers don’t have the ability to change it. It’s a red herring and false solution to say “AI can fix it.”