alt Hacker NewsI'm wondering, is there a tool or something out there that helps me pick a model, in the vast sea of models out there these days? Every time I need a model for something I see the list on openrouter and I'm completely overwhelmed.
I'd love to be able to explain my use case, my cost preferences and have a tool select a few good models to try.
E.g. I wrote a tool that cleans out my email spam box. It classifies emails that are already flagged as spam, and if it's very obviously spam it removes it permanently (keeps a copy on disk though). And after x emails, it goes through the list of deleted spam mails and suggests email rules. What model would be best suited? I'd love to be able to explain this use case and get this info served to me. The list of models and the information about what they're good at is just too splintered and spread out. I landed on google/gemma-4-31b for now, because it's cheap and good enough and also supports Dutch and French a bit. But I can't realistically try them all.
Replies
My approach to this problem is to just...not try them all.
As long as the model you're using solves the problems you have to your satisfaction, there is no need to try any other models, except for financial reasons maybe.
So I start with a relatively cheap model (GLM 5.3 flash for me) and as long as it accomplishes the task (it did so far) I don't have to change. And even if it can't do something, the first thing I change is see if I can give it more tools or better context (useful even if I switch models later) or trying a different approach to the problem.
If google/gemma-4-31b works, you don't need to overthink it.
Have you tried openrouters auto model? Tries to give you the best model based on prompt and price
https://openrouter.ai/docs/cookbook/coding-agents/openclaw-i...
For TTS I launched this like this week based on a Reddit thread of recommendations, added a new one to it.. I want to say on Wednesday, but this week has been a blur. Problem I’ve found with similar sites is I can’t run a lot of the models, or the results are beyond stale.
But this is only stuff I can run locally, or it’s a cloud model.
So.. This is good for right now!
It's the same problem as trying to buy a car or choose what clothes to buy. You just have to read about options, try things out.
I use claude for work, and opencode go at home, but i do dabble with openrouter from time to time, and then i just browse the model catalog and filter/sort by recent popularity, price, context size or whatever matters for the task.
Mstly just popularity trends, hoping that there's some wisdom in the crowd.