Question: Do you know of a platform that enables collaborative development of AI products while maintaining code integrity and scalability?

If you need a platform to oversee and optimize your AI product development while keeping your code in order and scaling, Humanloop is a good choice. It's a sandbox where developers, product managers and domain experts can develop and iterate on AI features. With a suite of tools like collaborative prompt management, version control, evaluation and monitoring, and customization and optimization, Humanloop can integrate with popular LLM providers and provides both Python and TypeScript SDKs for easy integration. It's geared for product teams and developers who want to increase efficiency and collaboration in their AI work.

Another good option is Together, a cloud-based platform for rapid and efficient development and deployment of generative AI models. It's got a suite of optimizations like Cocktail SGD, FlashAttention 2 and Sub-quadratic model architectures to accelerate AI model training and inference. Together supports a broad range of models and has scalable inference to handle high traffic. It also has collaborative tools for fine-tuning models, testing and API key management, so it's a good option for companies that want to build private AI models directly into their products.

For more detailed AI evaluation, testing and observability, HoneyHive is a good option. It's a single environment for collaboration, testing and evaluation of GenAI applications, with features like prompt management and versioning, automated CI testing, observability with production pipeline monitoring, and dataset curation. HoneyHive supports more than 100 models and integrates with popular GPU clouds, so it's a good option for debugging, online evaluation and user feedback.

Last, Dataloop is a combination of data curation, model management, pipeline orchestration and human feedback to speed up AI application development. It has tools for data management, automated preprocessing and embeddings to find similarity, as well as model management and pipeline orchestration. With strong security controls and integrations with popular cloud platforms, Dataloop is designed to improve collaboration and speed up development while maintaining high standards of quality and security.