Not GP, and not saying I agree with them, but it may be worth remembering that Netscape had 90% market share at one point. Active user count may not be the moat you imagine.
Adoption of web browsers was also much lower when Netscape was dominant. 90% marketshare is less meaningful if you're only 1% of the way to the potential market size. Peeling away users who talk to ChatGPT every day is very possible, but harder than getting someone whose never used an LLM before (but does use your OS, browser, phone...) to try yours first.
I think the even better analogy than browsers is search engines. There aren't any network effects or platform lock-in, but there is potential for a data flywheel, building a brand, and just getting users in the habit of using you. The results won't necessarily turn out the same - I think OpenAI's edge on results quality is a lot less than early Google over its competitors - but the shape of the competition is similar.
google search definitely has a moat. people build their websites to optimize for google's algorithm, therefore google users see better results -> google gets more users -> websites optimize for google -> repeat. Personally I never bother with 'bing SEO' or 'bing ppc ads'.
How many of those users are paying? Where is the profit? How many users will be willing to use ChatGPT if they had to pay? Might have to pull out the questions like its 2026.
Most people will stick to the free product. Claude isn't free and not widely known beyond tech circles. Gemini, despite being good, also has a marketing problem and most non technical users still default to chatgpt.com for their day to day AI usage but that can change as Google redirects users to Gemini from so many surfaces it owns
When they cost more to serve than they bring in, customer switching cost is vanishingly low, your competitor has revenue from other things and you don't.
> When they cost more to serve than they bring in, customer switching cost is vanishingly low, your competitor has revenue from other things and you don't.
What? "Other things"? This is really vague. Who says competitors have lower CAC? It's rather likely competitors pay more for a new customer, due to, very simply, brand.
99% of normies aren't paying for ChatGPT, there's a reason why they're pushing heavy for corporate welfare + government contracts. They're unable to sell to consumers so now they'll selling to governments while trying to lock-in contracts that subsequent people can't easily dismantle.
"Anthropic" doesn't exactly roll off the tongue, and I think a lot of people would avoid it simply because it doesn't have a catchy name like OpenAI or ChatGPT. It's also far more fun to say "I did a Google search" than "I did a Duck Duck Go search", and one still dominates over the other no matter the privacy concerns or how easy it is to switch. People can be simple like that.
I’m not sure it matters in Anthropic’s case that much - even people who use Anthropic models rarely think of the company as “Anthropic”. Their Claude brand is very strong, so much so the website is https://claude.ai etc, and you commonly see discourse about the company’s models where the name Anthropic never even appears. It’s Claude, Claude, Claude all the way down.
Claude has impressive mindshare in many engineering disciplines too, and given how many open source projects are a play on its name I’m not sure I’d argue it isn’t catchy either. Certainly rolls off the tongue easier for me than “chatGPT” does, which even Sam Altman their CEO agrees is an awful product name they are stuck with.
Not GP, and not saying I agree with them, but it may be worth remembering that Netscape had 90% market share at one point. Active user count may not be the moat you imagine.
Adoption of web browsers was also much lower when Netscape was dominant. 90% marketshare is less meaningful if you're only 1% of the way to the potential market size. Peeling away users who talk to ChatGPT every day is very possible, but harder than getting someone whose never used an LLM before (but does use your OS, browser, phone...) to try yours first.
I think the even better analogy than browsers is search engines. There aren't any network effects or platform lock-in, but there is potential for a data flywheel, building a brand, and just getting users in the habit of using you. The results won't necessarily turn out the same - I think OpenAI's edge on results quality is a lot less than early Google over its competitors - but the shape of the competition is similar.
google search definitely has a moat. people build their websites to optimize for google's algorithm, therefore google users see better results -> google gets more users -> websites optimize for google -> repeat. Personally I never bother with 'bing SEO' or 'bing ppc ads'.
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Switching is super easy and people are doing it.
There is no moat
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“In December, Gemini traffic increased by 28.4% month-over-month, while ChatGPT traffic decreased by 5.6%”
https://www.businessinsider.com/openai-chatgpt-vs-gemini-web...
"What's you number one piece of hiring advice?"
"Hire for slope, not Y-intercept. This is actually my number one piece of life advice."
-@sama, who I’m generally a big fan of. But the job is now harder
Or maybe hire for 2nd (acceleration) or even 3rd (jerk) derivative.
How many of those users are paying? Where is the profit? How many users will be willing to use ChatGPT if they had to pay? Might have to pull out the questions like its 2026.
> How many of those users are paying?
About 5% according to a news article a few months ago.
Will the other 95% stick around once ads or payments are required?
Most people will stick to the free product. Claude isn't free and not widely known beyond tech circles. Gemini, despite being good, also has a marketing problem and most non technical users still default to chatgpt.com for their day to day AI usage but that can change as Google redirects users to Gemini from so many surfaces it owns
How is it a moat? Myspace had 300M active users on an early internet.
If market share is a moat, IBM should still be the biggest tech company.
MySpace would have won had they not been outcompeted by virtue of their momentum though.
> How are ~1B active users not "moat"?
When they cost more to serve than they bring in, customer switching cost is vanishingly low, your competitor has revenue from other things and you don't.
> When they cost more to serve than they bring in, customer switching cost is vanishingly low, your competitor has revenue from other things and you don't.
What? "Other things"? This is really vague. Who says competitors have lower CAC? It's rather likely competitors pay more for a new customer, due to, very simply, brand.
But why are these users sticking to ChatGPT specifically ?
If it’s not the quality of their answers ?
They'll stay as long as it's cheap. The moment any attempt is made to raise the price, the number will crater.
Maybe: “ok I’m lazy, the app is preinstalled on my phone and it’s free, there are some ads but ok”
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Also when they start seeing real ads.
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for 99% of normies ChatGPT is the only LLM provider they know or have heard of.
99% of normies aren't paying for ChatGPT, there's a reason why they're pushing heavy for corporate welfare + government contracts. They're unable to sell to consumers so now they'll selling to governments while trying to lock-in contracts that subsequent people can't easily dismantle.
Google has llm on front page and have more users
Are those users Locked in or are they treating the service like a commodity easily changed when the price goes up to stop hemorrhaging money.
Google worked as a free service because their backend was cheap. AI models lack that same benefit. The business model seems to be missing a step 2.
Users are not a moat because there is no network effect here.
yeah, ~1B active users + when non-tech people think of AI, they think of "ChatGPT" not many of the competitors.
"Anthropic" doesn't exactly roll off the tongue, and I think a lot of people would avoid it simply because it doesn't have a catchy name like OpenAI or ChatGPT. It's also far more fun to say "I did a Google search" than "I did a Duck Duck Go search", and one still dominates over the other no matter the privacy concerns or how easy it is to switch. People can be simple like that.
I’m not sure it matters in Anthropic’s case that much - even people who use Anthropic models rarely think of the company as “Anthropic”. Their Claude brand is very strong, so much so the website is https://claude.ai etc, and you commonly see discourse about the company’s models where the name Anthropic never even appears. It’s Claude, Claude, Claude all the way down.
Claude has impressive mindshare in many engineering disciplines too, and given how many open source projects are a play on its name I’m not sure I’d argue it isn’t catchy either. Certainly rolls off the tongue easier for me than “chatGPT” does, which even Sam Altman their CEO agrees is an awful product name they are stuck with.
A moat is something that can't be crossed. User count doesn't seem that insurmountable.
How do you think this compares to Google and the AI search?
You're parroting misleading "monthly/weekly active user" numbers from OpenAI that include free accounts.
It's much more important to look at "paid." Only up to 50M (est.) are paid with a substantial chunk (10M) as enterprise/edu/promotional paid accounts.
99% of those 1B have negative value.
How many users did Netscape have?
700 million and declining with no clear story to levering either the attention economy or paying