That's not the takeaway of this analyst or anyone I have heard.

This is specifically about the end of tokenmaxxing and how much worse the growth rate would look after the Q3 numbers came out.

(I do think moats are shallow, and I personally switch away from Anthropic every few months for a while, but I've been coming back. All software moats have been made more shallow now, affecting the entire investment landscape.)

Models are not a moat for sure.

Anthropic is working hard to create a vertically integrated stack from model to harness to productivity apps. That may or may not work, but it’s clear they see models as a value add for integration and not a product that can be a moat in themselves.

harness is not a moat. CC is great, I mix it with codex with my own vibe coded messaging and hierarchy layer. Lately there are more CC because of Opus5.5 but Codex caught back up with Sol-6.1;

Codex also wins by consuming a lot less memory.

Coding harness is not a moat, but Anthropic’s productivity integrations are starting to be at my company. Surveys, checklists that Claude and people collaborate on, draft documents where you @ Claude to ask for revisions.

I’m not convinced it’s durable or that Anthropic will be the ones to change the document habits people have decades in… but it is a mistake to only see these companies in terms of models and coding/chat harnesses. There is something a lot bigger there.

The product doesn't have a moat, but anthropic's branding and enterprise focus seems to be quite valuable.

I disagree. Our devs use Claude for coding. When OpenAI had Astra, no one switched even though the company allowed OpenAI models.

I use Claude Opus at work and DeepSeek v4.1 Flash on my personal projects. For the kind of work I'm doing, they're basically interchangeable and DeepSeek costs 3% what Claude does.

https://openrouter.ai/compare/anthropic/claude-opus-5.5/deep...

How does it change if you’re building via subscription?

We have Copilot and can select between various OpenAI and Anthropic models, and when I accidentally select the “wrong” one it takes me awhile to notice.

what if the alternative is much cheaper?

Arguably, it was cheaper.

By the way, we get way more value from our Anthropic subscriptions than any Chinese subscription.

How do you define value?

Opus 5.5 is great, but you are kidding yourself if Deepseek 4.1 flash isn't as good as good for 99% of coding tasks. Anthropic (and OpenAI) are between a hammer and an anvil in terms of good enough local models being able to run performantly on current and next gen Apple hardware.

Your dev’s are not representative of everyone bozo.

Your posts are irrelevant.