Martian's Model Router: Optimize AI Performance and Reduce Costs
updated 10mo ago
Martian's Model Router: Optimize AI Performance and Reduce Costs
Dynamically route every prompt to the best LLM. Highest performance, lowest costs, incredibly easy to use.
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There are over 250,000 LLMs today. Some are good at coding. Some are good at holding conversations. Some are up to 300x cheaper than others. You could hire an ML engineering team to test every single one — or you can switch to the best one fofrom Testing framework for LLM Part
Nicolay Gerold added
- Mistral AI shows a promising alternative to the GPT 3.5 model using prompt engineering .
- Mistral AI can be used where it requires high volume and faster processing time with very little cost .
- Mistral AI can be used as pre-filtering to GPT 4 to reduce cost i.e. can be used to filter down search results .
from Mistral 7B is 187x cheaper compared to GPT-4
Nicolay Gerold added
- For the deployment side of things, we found that the performance of our training process was quite slow, especially when it gets into these large language models and when you train from scratch. MosaicML offers what's called programmatic optimization, which is not so much on the hardware side of things, but rather on the algorithmic side. Can you f... See more
from 2024 Tech Trends by CB Insights
Nicolay Gerold added
Source: CB Insights Report