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So you want to use OpenRouter?

mmoustafa.com

61–70 of 208 posts

Re: So you want to use OpenRouter?

#64

> The same model will benchmark very differently Providers probably serve quantized versions without disclosing it. Which is a real shame, because for certain tasks I would be perfectly willing to trade accuracy for cost. But, unfortunately, it is impossible to explicitly choose how quantized do you want your model to be, unless you are running it yourself on your own (or rented) hardware. BTW, does anyone knows if L…

> Providers probably serve quantized versions without disclosing it

It should be OpenRouter's responsibility to protect you against it, by regularly benchmarking providers and giving you the control to avoid bad providers. In fact, that's a big opportunity for them, since it justifies their place as a middleman between users and inference providers.

Re: So you want to use OpenRouter?

#65

This squares with my, much much, smaller OpenRouter usage. It’s just incredibly unreliable and you are forced to pin providers and even then it can be a crapshoot as the author found. OpenRouter sells the idea of swapping being commodity providers but it couldn’t be further from the truth. Provider A is often not swappable for B or C (again, as this author found). It can be crazy-making as you sit there thinking “Ope…

> just incredibly unreliable and you are forced to pin providers and even then it can be a crapshoot as the author found. But that's the intention right? Even the name implies they just send stuff around for you, and if you want to control the routing, you'd lock down providers. I don't see how they could build what they wanted to build, and not have it end up unreliable if you freely round-robin between providers, i…

1. Yes, but if i can't rely on openrouter to route to providers to give me the best price and the best uptime across a number of providers, and it instead gives me inconsistent results, then I will not use them.

2. As long as the apis use the openai spec, it should be fine? And what makes you say the providers are using different weights? The blogpost says the exact opposite?

3. Great example, if amazon does not lead me to good products, I will stop using it, and this is why I dislike amazon. There are so many crap products, and the search seems to try to push crap products instead of what i'm actually looking for at a good price.

You take a bunch of providers with not great uptime, put them in a pool and now you get great uptime - but it doesn't work if it's at the cost of shitty performance or failing toolcalls.

Re: So you want to use OpenRouter?

#66
post #14

Wow, that explains a lot. I was using OpenClaw with open router, but stopped because how inconsistent the results were over the same prompt. I thought OC is at fault, never would have guessed that there are differences between providers.

The way that OpenRouter frames it with having calls routed to whatever provider is handy encourages you to think that they’re all the same in basic functionality. Really sours me on OpenRouter.

I wouldn’t blame openrouter, blame the providers that have lower quality of service than they should

Re: So you want to use OpenRouter?

#68

Earlier quoted context omitted.

> just incredibly unreliable and you are forced to pin providers and even then it can be a crapshoot as the author found. But that's the intention right? Even the name implies they just send stuff around for you, and if you want to control the routing, you'd lock down providers. I don't see how they could build what they wanted to build, and not have it end up unreliable if you freely round-robin between providers, i…

1. Yes, but if i can't rely on openrouter to route to providers to give me the best price and the best uptime across a number of providers, and it instead gives me inconsistent results, then I will not use them. 2. As long as the apis use the openai spec, it should be fine? And what makes you say the providers are using different weights? The blogpost says the exact opposite? 3. Great example, if amazon does not lead…

> 1. Yes, but if i can't rely on openrouter to route to providers to give me the best price and the best uptime across a number of providers, and it instead gives me inconsistent results, then I will not use them.

OpenRouter does reliably route to your specified model and provider, otherwise it'd pretty much be fully broken. Parent is complaining about the auto-provider chosing, not that all providers are unreliable.

> 2. As long as the apis use the openai spec, it should be fine? And what makes you say the providers are using different weights? The blogpost says the exact opposite?

In theory, yes. In practice, no, there are differences. Ollama, llama.cpp, vLLM and SGLang all say "ChatCompletionRequest" compatible, but the devil is in the details, they don't have 100% the same request/response schema across all compatible models.

> 3. Great example, if amazon does not lead me to good products, I will stop using it, and this is why I dislike amazon. There are so many crap products, and the search seems to try to push crap products instead of what i'm actually looking for at a good price.

Yup, makes sense! If you're unable to find models when you use OpenRouter, it makes zero sense to continue to use OpenRouter.

> You take a bunch of providers with not great uptime, put them in a pool and now you get great uptime

Huh? That's not how it works or does it make sense, nor have I've seen anyone use OpenRouter like that.

Re: So you want to use OpenRouter?

#69

This squares with my, much much, smaller OpenRouter usage. It’s just incredibly unreliable and you are forced to pin providers and even then it can be a crapshoot as the author found. OpenRouter sells the idea of swapping being commodity providers but it couldn’t be further from the truth. Provider A is often not swappable for B or C (again, as this author found). It can be crazy-making as you sit there thinking “Ope…

Yep, I wish more people realized that OpenRouter’s sole value proposition is that they are an LLM wholesaler.
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