Hamilton
tryhamilton.devHamilton is a Python library designed to simplify the creation of data, ML, and LLM pipelines by allowing developers to define workflows as simple Python functions. It enables users to write unit-testable, maintainable code with built-in runtime data validation and automatic lineage visualization. The tool integrates seamlessly into existing Python environments, including Airflow, Jupyter, and FastAPI.
LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.
Normalized 0–100 · last 8 weeks
DataForSEO API
Get LLM mention data of any company via DataForSEO API
Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count.
How to get LLM mention data →// Fetch Hamilton mentions POST v3/ai_optimization/llm_mentions/search/live [ { "target": [ { "keyword": "Hamilton", "search_scope": ["any"] } ], "platform": "chat_gpt", "order_by" : ["ai_search_volume,desc"] } ]