A couple other comments touch on the point I want to make, but I feel they don't nail it hard enough: if today you told me you had a website that was 100% technologically identical to Amazon, but you were willing to make slightly less money, you'd still have no products... as a user I'd have no reason to go there, but then without users there is no reason to sell there, so you have a circular bootstrapping issue. That is a moat.
This is very different from OpenAI: if you show me a product that works just as well as ChatGPT but costs less--or which costs the same but works a bit better--I would use it immediately. Hell: people on this website routinely talk about using multiple such services and debate which one is better for various purposes. They kind of want to try to make a moat out of their tools feature, but that is off the path of how most users use the product, and so isn't a useful defense yet.
Amazon as in AWS is possibly a better analogy. What AWS sells is mostly commodity. Their moat is the cost of integration. Once a company has developed all its system around AWS, they are locked in, just because of the integration cost of switching. OpenAI only sells a single component, so the lock in is weaker. But once you have a business a company depends on which has been tested and relies on OpenAI, I can see them thinking twice about switching. Right now, I doubt we are near that stage, so my vote is on no moat yet.
That's fair, but different LLM behave differently, so you would have to redo your testing from scratch if you were to swap the model. I think that would be the primary problem.
Testing for LLMs is an evolving practice but you need to have tests even if you stick with one provider, otherwise you won't be able to swap out models safely within that provider either.
> if today you told me you had a website that was 100% technologically identical to Amazon, but you were willing to make slightly less money, you'd still have no products
It is widely understood that you really can't compete with "as good as". People won't leave Google, Facebook, etc. if you can only provide a service as good as, because the effort required to move would not be worth it.
> if you show me a product that works just as well as ChatGPT but costs less--or which costs the same but works a bit better--I would use it
This is why I believe LLMs will become a commodity product. The friction to leave one service is nowhere near as as great as leaving a social network. LLMs in their current state are very much interchangeable. OpenAI will need a technological breakthrough in reliability and/or cost to get people to realize that leaving OpenAI makes no sense.
> It is widely understood that you really can't compete with "as good as".
Sure you can, that's why there are hundreds if not thousands of brands of gas station. The companies you list are unusual exceptions, not the way things usually work.
Im not sure a gas station analogy really works. I use a gas station out of convenience (i.e. its on my route) and will only go out of my way for a significant difference in price. This means i go to the same gas stations even when there are others that are “as good as” around just because it’s convenient for me. Similarly if i already setup an account with Amazon and currently use Amazon i won’t move to an “as good as” competitor just because its an inconvenience to setup a new account, add billing info, add my address, etc… for no real improvement.
I feel like you (and others) are saying what I'm saying.
I said;
>> There is no technical moat, but that doesn't mean there isn't a moat.
Meaning that just because the moat is not technical doesn't mean it doesn't exist.
Clearly Amazon, Google, Facebook etc have moats, but they are not "better software". They found other things to act as the moat (distribution, branding, network effects).
OpenAI will need to find a different moat than just software. And I agree with all the people in this part if the thread driving that point home.
Moats don't have to be software. Amazon's physical distribution chain is absolutely a moat - trying to replicate their efficiency at marshalling physical items from A to B is a daunting problem for new entrants in the online retail game.
They have been monitoring their GPT Store for emergent killer applications with a user base worth targeting. Zuckerberg's playbook. Nothing yet, because they've been too short-sighted to implement custom tokens and unbounded UIs.
Amazon functions as a marketplace dynamic, which is defensible if done right, as they have shown.
OpenAI right now some novel combination of a worker bee and queryable encyclopedia. If they are trying to make a marketplace argument for this, it would be based on their data sources, which may have a similar sort of first-mover advantage as a marketplace as they get closed off and become more expensive (see eg reddit api twitter api changes), except that much of those data age out, in a way that sellers and buyers in a marketplace do not.
The other big difference with a marketplace is constrained attention on the sell/fulfillment side. Data brokers do not have this constraint — data is easier to self-distribute and infinitely replicable.
Look at Android vs Apple phones in the US. HN tends to really underestimate the impact of branding and product experience. It’s hard to argue anyone’s close to OpenAI on that front (currently).
Not to mention they’ve created a pretty formidable enterprise sales function. That’s the real money maker long term and outside of Google, it’s hard to imagine any of the current players outcompeting OpenAI.
Dropbox and Slack are examples of another possible outcome: capture the early adopters and stay a player in the space, but still have your lunch eaten by big tech suites that ship similar products.
this is probably how OpenAI is going to end up with. there is no clear tech barrier that can't be crossed by competitors. openai came up with all sorts of cool stuff, but almost all of them have seen a peer competitor in just months.
the recent release of deepseek v3 is a good example, o1 level model trained under 6 million USD, it pretty much beat openai by a large margin.
My testing has been very limited, so I don't want to opine too much. If anyone has a differing opinion based on more testing, please share, I'm interested!
So I've been using Deepseek for 3 months with Aider coding assistant. Look up the "Aider LLM leaderboard" for proper test results if you like, in my experience the Deepseek V3 is just as good as Claude at less than 1/10th the price. I can't speak about o1 it is just too expensive to be worth it
OpenAI is going to be beaten on price, wait and see.
I agree it's a bit weaker, but you're still paying $20 + tax for ChatGPT on a monthly subscription (or more). You could switch next month, you might regret it and switch back the month after. You might anticipate that faff and not switch to begin with.
(Sure you might say I'll subscribe to both, $20, $40, it's no big deal - but the masses won't, people already agonise over and share (I do too!) video streaming services which are typically cheaper.)
Amazon retail is a marketplace with marketplace dynamics which what you are describing. They are connecting buyers and sellers. OpenAI is a SaaS company, can’t compare them.
More interestingly to your thread is how does Craigslist supplant print classifieds, which then is challenged if not supplanted by Facebook Marketplace. Both the incumbents had significantly better marketplace dynamics prior to being overtaken.
Why would they have no products? While Amazon Marketplace is important, they'd still have the greatest selection of products if they only had first-party sales. It's a bad analogy. eBay is a better example, as a purely a marketplace.
That’s how it is today, but that was also the case at the birth of e-commerce. Amazon was a large eCom store but many others were successful and switching for price was common. Not so much anymore.
Missing the point though. Amazon isn't Amazon because of its tech (speed, reliability, etc) doesn't matter as much as: inventory (tons of things you can only find there), delivery speed (you can reliably get 99% of the things in a week or less and some of the items get delivered in HOURS) and customer service (you are right by default, you will refunded and get free delivery if you encounter issues). That's the ultimate killer. If a competitor managed to do this, a little marketing to get installed in the customer base's phones will definitely eat Amazon's lunch. Temu has shown big strides but its ethical problems will prevent them from becoming a true threat. A local Temu-like competitor would be a formidable adversary
This is very different from OpenAI: if you show me a product that works just as well as ChatGPT but costs less--or which costs the same but works a bit better--I would use it immediately. Hell: people on this website routinely talk about using multiple such services and debate which one is better for various purposes. They kind of want to try to make a moat out of their tools feature, but that is off the path of how most users use the product, and so isn't a useful defense yet.