
Agent Observability & LLM Tracing
Instrument in 2 lines of Python. Traces every LLM call, tool invocation, and chain step.

Instrument in 2 lines of Python. Traces every LLM call, tool invocation, and chain step.
Compare info.langchain.com with the competitors you care about, find open prompt territories, and carry the evidence into Campaign Studio.
The real user prompts we captured this ad appearing on inside ChatGPT.
my copilot studio agents can't connect to my custom langchain agents help
pricing for splunk vs sumo logic for ai agent compliance logs
We capture sponsored ads inside ChatGPT by probing it with realistic consumer prompts and recording the creative + the triggering prompt. Explore the full ad library.
Questions about the data, a brand you expected to see, partnerships, or access to the intelligence layer. We read every message.