UpTrain AI: Enterprise-grade tooling to ship LLM applications confidently

TLDR: Hi, everyone. We are Shikha & Sourabh, and we help companies ship LLM applications confidently. We provide enterprise-grade tools to evaluate, experiment, monitor, and test LLM changes easily. We provide seamless collaboration, and being OSS, we provide tons of customization and self-hosting capabilities to satisfy your data governance needs.

PROBLEM 🤔:

“Building LLM prototypes is easy, but productionising them is damn hard.” (You might have guessed it given we are building an LLMOps platform 😉). So, LLMs are unpredictable and dealing with them is complex and messy:

1. You spend countless hours manually reading through your chatbot responses or analyzing the actions of your automation agents.
2. Fixing the prompt to solve one failure case opens a can of worms and can make previous answers go bad.
3. Improvements are always reactive - users complain, and then you go back and fix them, eroding their trust and your credibility.
4. Collaborating with your team is messy - countless Google Docs and Slack channels are created to debug failure cases.

SOLUTION 💡:

UpTrain provides the most advanced LLMOps platform to streamline the complete process. It goes beyond just giving scores or monitoring logs but provides a single platform to identify, debug, and collaborate to improve the accuracy of your LLM applications.

• We give reliable scores over various metrics (both LLM-based and classical NLP ones) as well as allow you to define custom ones to evaluate your full LLM pipeline comprehensively.

• We run root cause analysis to identify if it is a retrieval issue, if your context requires reranking, if the LLM is unable to utilize the context, or if certain instructions are not being followed.

• State-of-the-art techniques for automated prompt optimization, automatic eval generation, finding common topics among failure cases, etc., to act as your LLMOps co-pilot.

Best of all, UpTrain is open-source under Apache 2.0 with more than 1700 GitHub stars and adoption among developers across multiple Fortune 500 companies. Being OSS, UpTrain has tons of customization options and can be deployed in your secure cloud environment, fulfilling your data governance requirements.

OUR ASK 🙌:

1. If you are building LLM applications, we would love to get feedback on our platform.
2. If you are doing evaluations with home-grown solutions, let us know what they are. We would be happy to add them to our OSS.
3. Join our Slack community to stay updated on our progress.

If you want a demo or want to chat more, please book a call here.