Cohere, OpenAI, and AI21 Labs publish best practices for deploying language models

AI Impact Summary

Cohere, OpenAI, and AI21 Labs have released a unified set of best practices for deploying language models, signaling a shift toward standardized governance across organizations. The guidance touches on risk assessment, data handling, model selection, monitoring, and evaluation, which will influence how teams build deployment pipelines, manage prompts, and enforce access controls. Adopting these practices should reduce deployment risk, improve regulatory compliance and observability, and accelerate safe rollout of LLM-powered features across environments.