So a lot of these things are relative.
Now if that equation plays out 20K times a day, well that's one thing, but if it's 'once a day' then the cost basis becomes irrelevant. Like the cost of staplers for the Medical Device company.
Obviously it will matter, but for development ... it's probably worth it to pay $300/mo for the best model, when the second best is $0.
For consumer AI, the math will be different ... and that will be a big deal in the long run.
I think Gemini gives fine answers outside code tasks.
Outside of work, where I use Claude, Gemini is cheaper for me (for what I would use AI for) than both Claude and ChatGPT so Google gets my money.
But man, people are really avid about it being an awful model.
You'd notice how good Opus is in Claude Code. IMHO CC is the secret sauce
But I agree: If they can get there (at one point in the past year I felt they were the best choice for agentic coding), their pricing is very interesting. I am optimistic that it would not require them to go up to Opus pricing.
Google undercutting/subsidizing it's own prices to bite into Anthropic's market share (whilst selling at a loss) doesn't automatically mean Google is effective.
But Flash is 1/8 the cost of sonnet and its not impressive?
Counterpoint: price will matter before we hit AGI
Gemini definitely has its merits but for me it just doesn't do what other models can. I vibe-coded an app which recommends me restaurants. The app uses gemini API to make restaurants given bunch of data and prompt.
App itself is vibe-coded with Opus. Gemini didn't cut it.
Opus is absurdly good in Claude code but theres a lot of use cases Gemini is great at.
I think Google is further behind with the harness than the model
However, for internal use I opt to Gemini, because of API cost. It is great in sorting reviews and menues out.
Is it? Honestly, I still chuckle about black Nazis and the female Indian Popes. That was my first impression of Gemini, and first impressions are hard to break. I used Gemini’s VL (vision) for something and it refused to describe because it assumed it was NSFW imagery, which is was not.
I also question statis as an obvious follow up. Is Gemini equal to Opus? Today? Tomorrow? Has Google led the industry thus far and do I expect them to continue?
Counterpoint to that would be that with natural language input and output, that LLM specific tooling is rare and it is easy to switch around if you commoditize the product backend.