Comment by jjcm
3 days ago
Other thoughts: I really think Google has fallen behind here. Even as a high speed offering (this build took ~7min, which is pretty good!), it wont be able to claim dominance for long with cerebras announcing the Sol preview today: https://www.cerebras.ai/blog/accelerating-gpt-5-6-sol-ultraf... .
It's not a bad model by any means, but I just don't know what situation I'd reach for 3.7 Flash first for. Google really needs a differentiator, especially given how hard it is to get an API key from them. They can't be high friction and non-pareto.
Can you help me understand how it is hard to get an API key from Google? You just head on over to http://aistudio.google.com/api-keys and create a key... not any different from platform.openai.com?
Disclaimer: I work in Google so it might be that this link is not publicly well known
Disclaimer that I haven't tried this since January, so things may have changed in the last 7mo, but this was my experience at that time: https://x.com/pwnies/status/2010523020629274723
At a high level though, as a rule of thumb Google assumes that they're serving companies at Google scale first, and at a human scale second. For other companies it's the opposite. Generally what that means is the first experience you get with a Google product will route you through 8 different dashboards to set up ACLs before you've hired your 2nd employee.
Similar experience here, for what it's worth, though I didn't get as far as you. I basically just stopped and didn't bother - it was easier to go through OpenRouter than spend more energy on it.
Also:
> Google assumes that they're serving companies at Google scale first
So much this. I'm currently grandfathered in until the end of the year on Google's Search API, but the $35,000 they want to continue usage of my < 1000 personal searches per month, not going to happen. It has honestly been easier to use Anthropic to help me build my own search index & crawling infrastructure than deal with Google.
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> they're serving companies at Google scale first
I think that's actually a very interesting insight that would be helpful for PMs on GCloud to take note of. As a single founder, setting up Google Cloud, it's like they start out by assuming you're bigco, forcing (I assume most) of their users into a arduous process of removing components they don't need.
Google AI Studio is one of Google's solutions to this problem, but in typical Google fashion, it's bolted-on without any clear connection in the ecosystem. If you're also using GCloud, it's hard to remember it's even there.
OpenAI's platform, by contrast, is streamlined, easy to use. With Google, I feel like I need to wade through the documentation first before even using the darn thing.
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FWIW I definitely did not not need to do anything like that to generate a key via AI Studio. It was like three clicks to get the free tier key, later on enabling billing was a few more plus typing in credit card info.
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Don't forget your account getting flagged for review, so you get to wait an extra 24 hours for no reason.
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Literally just built a custom Adsense dashboard based on not integrating with Google's APIs. Every couple days I export the 2 reports I need from their UI and save them to a folder; it's automated from there and integrates with my clients' website - thats good enough - even if its not real time its a small price to pay for not having to navigate (and maintain) Google's API madness. Like you said 8 different dashboards before you get what you need (and frontier LLMs cant help here), and even then you are forced to build some elaborate Oauth app instead of just getting a simple API key that you can paste in a .env file
expertise at navigating accidental complexity can easily be mistaken for engineering expertise.
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Personally I went to https://console.cloud.google.com since I already had some GCP projects. Then I searched for Gemini API Key. It brought me to https://console.cloud.google.com/agent-platform/studio/setti.... Then, there was a banner saying "Enable APIs to access full platform capabilities." Then, I did that, which took quite a while (minutes). Finally, I was able to see the way to create an API key.
The fact that there's two ways to get keys is also very confusing.
+1 GCP can be confusing - I totally get that.
Even if you have GCP projects, I'd still recommend the AI studio UI - easier to figure out. Also, you can easily see the free tier in AI studio and just use your API key from there.
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> Enable APIs to access full platform capabilities
Isn’t this the insecure thing that gives all your Google API keys access to Gemini, even those that were intended to be semi public (eg maps API keys embedded in websites or apps)
You need to create a Google Cloud project to create an api key and when you try to create one you very often get error messages like:
“Failed to create project, The request is suspicious. Please try again” or “ You do not have permission to create a key in this project”. You can then navigate multiple screens in GCP to make it work but it’s a hassle compared to any other provider (OAI/Ant/OpenRouter or any of the Chinese labs).
I didn't have that issue back when I originally created my API keys a couple years ago. Just out of curiosity I switched to a different Google account that had never interacted with AI Studio and never used Google Cloud console.
It was literally two clicks, and didn't even leave the page: the dialog asked to create a project and type in a name, I did that, clicked submit and then it was selected as the default project. One more click and I had the free tier API key.
Not saying you didn't have that experience at the time, but personally I have had zero issues with AI Studio and consider it the most dead simple/fastest dev dashboard to get started compared to the others like OpenAI/Anthropic (thanks to Google's free tier that lets you skip billing setup annoyances just to play around with Gemini).
Despite what HN threads (that are also frequently confused and talking about GCP instead) portray as universal/widespread issues or the process being complex and time consuming somehow.
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We have probably 10+ years old account with Google cloud etc. We recently had a production deployment, I went over to AI studio to get new keys and it kept failing saying "Failed to generate API key, The request is suspicious. Please try again" - It was through my standard browser, same geo-ip. And it just worked after 2 days.
> Can you help me understand how it is hard to get an API key from Google?
Using Google products in general is an effing nightmare as soon as you have to give them money.
The one thing you want in a business is to remove friction when people want to give you money, a concept Google has never been able to understand.
> Using Google products in general is an effing nightmare as soon as you have to give them money
Spending money via Google Pay on Android is extremely easy, Google does know how to accept customer's money (in the consumer space)
Google if you're reading this, it does not mean I do not want limits on spending
Maybe things have changed but it was a big mess trying to getting an API key from Google as an individual a few years ago. Way too much conflicting documentation.
Eventually I gave up and run a few hundred million tokens (edit a few billion) through openrouter.ai using Gemini Flash 1.5 to Flash 2.5
Every since price increases on Flash 3.0 I've stopped using Gemini, too expensive for basic classification, sentiment detection, ocr etc.
As other posters said Google assumes you are some bigcorp trying to use their products. The Vertex versus AI studio confusion did not help.
I tried to use Gemini for one of my projects a month ago. Immediately after signing up and paying for credits, I got an email saying, “Action required: your billing account {redacted} is past due or has invalid payment information.” I have no idea why it says this. My credit card on file works. My balance updated with a new amount from that card. 11 days later, my account was terminated. I still don’t understand what went wrong or how to fix it.
I do pay for OpenAI, Anthropic, and ElevenLabs keys.
Have you tried using the free tier in https://aistudio.google.com/api-keys? Sorry for your billing issues - these can be super annoying to resolve
I have a Google account that I had tied to a domain I originally purchased from google (when they had the .dev offerings), and now that it's been purchased by square space my ability to use AI through that account is in a bizarre state. Even my free gmail account has more AI offerings, and I'm not allowed to pay for improved AI offerings on my custom domain & google workspace account.
I know this is probably a pretty small edge case, but it is a bit frustrating. Any other provider lets you sign up with an email and give them a payment processor/card, but because google wants me to only use their unified workspace for signing up, I'm completely locked out now.
it worked for me okay when I needed it for myself in my personal account. But when I tried setup this for a company I spent almost a day solving lot of small puzzles in GCE like how to tell CEO that he have to connect billing account created for other purposes (and he not even remember at time that it exist) to new project and all other things that others talking about.
As someone who has been running Gemini models in production for a year, recently (last 2 months), I have been actively moving away from it.
The primary reason for me has been that Google autonomously decides to downgrade usage tiers and then upgrade them again - and does this incorrectly.
Over the last week itself, in the span of two days, our account for first downgraded and then upgraded. This is despite matching the criteria to remain at the tier we operate at throughout.
Google Support (when you finally get to a human) has accepted that these are potentially bugs, but the first time it happened, we were rate limited so severely for ~4 hours that I find it really difficult to continue trusting Google.
Simple question - can i use Gemini 3.7 flash with a subscription in my own harness and not in agy client ? You're from Google so the question.
By the way - I love Gemini's personality . it's phenomenal to work with
The reason i want my own harness - is the custom tools that i provide vs the low tier tools that come with the custom harnesses.
You'll would really benefit , if we could use Gemini in our own harness and not be forced to use it via agy . i've tried using gemini to circumvent - but not been successful.
If you see this - please reply here
On top of being the hardest website to navigate, Google console a) doesn't have real time billing (!) b) doesn't allow you to set a budget limit.
Sorry but it's not worth waking up with a 100k$ bill, fix your platform first.
Oh it’s worse than that. There are places where you CAN set a limit. This seems great until you are at the center of a huge traffic spike because of good pr and so you try to change it to a larger number only to be told you need to wait 24 hours for the setting to change.
Biggest traffic day of the decade and our site was down because of google.
You prepay for tokens exactly like the OpenAI/Anthropic dev dashboards when using AI Studio, which the link above is pointing to not GCP, also there are project specific spend caps now.
https://ai.google.dev/gemini-api/docs/billing#spend-caps
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Spend caps can now be set https://blog.google/innovation-and-ai/technology/developers-...
GCP/vertex is a maze
Same experience. It took minutes to find the API key from the console.
Now following up with Google support team without luck to find the logs. Prompts send to the model and the responses including the thinking was available in the ai studio. But it’s unclear where to find the same in console.
To make matters worse there is vertex api and rebranded to Gemini something and making it very confusing.
i use gemini api in the third-party platform like openrouter and evolink.ai , easier to get key and manage my bill
That is easy but I’ve also found myself in account setup dashboards that were obviously geared toward enterprise trying to set up access to tinker with something AI related. It might have been TTS but it’s been a little while and I can’t quite remember.
The problem is that this doesn’t work for enterprise. The rate limits of that is super low. Then you need to migrate to Vertex and that is just a pain. Who ever thought of using JSON instead of an api key…
I even know the link existed but forgot what it was specifically and couldn’t remember what AI* property it was offered under and it took me a long time to figure it out.
I haven’t tried in about a year, but I could never do any meaningful work outside 1P Google apps (antigravity) due to such fast throttling.
I just asked Gemini how to do it and that's exactly what it sent me. Was up and running in a few minutes.
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I use LLMs rarely, and only for digging into subjects which I can't find enough information using search engines. I only tried Claude and Gemini, but Gemini both returns faster and higher quality information which I can use for more targeted digging myself.
Google being Google, their models tend to be better at finding, organizing and presenting information, from my experience.
Yep, I use Gemini for this too and it’s great - very fast and high quality.
I’d be very willing to try it out as an API, but it’s far too complicated to set up payment, and I don’t want to risk taking a wrong step and being locked out of other Google services. So Anthropic and Mistral get my money instead.
Sol on Cerebras is going to be expensive AF
Is it? I think waferscale might actually be cheaper per-token, it's just so many more tokens, and of course right now it's not a full buildout so the availability is limited as well. I'd imagine they'll be migrating to whichever inference method is least expensive, and I expect asics to be the ultimate answer.
I'm not familiar with economics of chips, but I presume the SRAM on the wafer is less dense than HBM so it might be eating into its cost efficiency?
Moving from either frontier intelligence or frontier latency to a single model that does both at the same time is potentially a game changer in certain industries. I can easily see e.g. hedge funds dropping tons of money on this, because it means they can now do the same thing as their competitors, but much faster. That's basically a license to print money.
I am not sure this is the way to make AI more cost effective for such customers. If they are able to tweak any model for their use case it would be way more reliable and also way cheaper. In my opinion generic LLMs in the future will be just for attention economy or maybe government contracts. Everyone else will be running fine tuned free weight models or licenced closed source models (self hosted or managed).
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What would a hedge fund want to do on this exactly? It’s too slow for hft and I’m not sure what they would be doing where ms matter but is not hft.
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I like using 3.5-flash-lite for doing cheap PDF and Image data extraction stuff. I don't think there is a better bang / buck model right now (3.1 is cheaper but a lot worse).
5.6 Luna costs far less and benchmarks far better, have you compared for this task?
Uh snap it indeed is cheaper: $0.20 / $1.20 vs $0.30 / $2.50. Gemini is mostly good enough for what I do with it, but the cost savings are interesting. Gemini is still faster though.
Not sure how much the benchmarks can be trusted though: https://www.reddit.com/r/GoogleGeminiAI/comments/1vbq5vf/com...
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Probably cheaper to run a Mac Mini with VisionKit (private APIs if you need bounding rects).
The API key you are mentioning is just ridiculous. Onboarding your company or personal account is a trap. I ended up getting assigned to sales guy just to test their Vertex API because I used a company email.
Of course, we just used OpenRouter for testing and never touched a Gemini model anymore.
> but I just don't know what situation I'd reach for 3.7 Flash
You reach for it every time you do a Google search
> You reach for it every time you do a Google search
[my self-important Kagi shtick awakens, pokes at it's restraints]
Depends on the definition of friction. If someone is in the Google ecosystem, why would they reach out of it.
I already use GCP and Google for work, and getting an API key was so annoying that even I couldn't be bothered after a while of looking around.
Maybe things there have improved some, but when I was looking it was a huge runaround.
Hmm. My company has an internal portal for generating Gemini API keys. I select a project from a drop down, enter a name, and press okay.
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It's much cheaper tho. Junie says Fable is 5-10x more than default model (Gemini 3 Flash Preview).
> especially given how hard it is to get an API key from them
What does this mean? Anybody can get an API key