The latest articles on DEV Community by Sudha Nippani (@sudhanippani). https://dev.to/sudhanippani https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3290555%2Fac72a9a7-aa26-41dd-98e4-646cf6f04d40.jpg https://dev.to/sudhanippani en Sudha Nippani Tue, 24 Jun 2025 10:35:24 +0000 https://dev.to/sudhanippani/anthropic-analytics-query-53bb https://dev.to/sudhanippani/anthropic-analytics-query-53bb <p>Hello everyone! I am building an agent using langchain, using Anthropic's 3.5 Haiku. I want to get the analytics of the model, such as number of input tokens, output tokens, cost per token, etc. When I fetch the number of input and output tokens from the json that is returned from the llm, there is a big difference in these numbers and the numbers which are displayed on the anthropic dashboard. I do not understand why and how to get an accurate number. Could anyone please share their insights regarding this problem?</p> <p>Thankyou</p> anthropic langchain openai llm