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Build Your Agent Orchestration Layer
LangGraph + LangSmith: orchestrate complex AI workflows and observe every agent step end-to-end.
ChatGPT ads library · last seen August 17, 2026
7 ads LangChain has run inside ChatGPT, the 5 prompts that triggered them, and how to show up in the same conversations.
7 ads with a source each. Every one with the full headline and copy.
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Build Your Agent Orchestration Layer
LangGraph + LangSmith: orchestrate complex AI workflows and observe every agent step end-to-end.
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Build AI Agents at Scale
Framework-agnostic. Trusted by teams at Elastic, Rakuten & 100K+ orgs building AI agents.
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LLM Eval Platform for AI Agents
Offline + online evals. LLM-as-judge + human feedback. Catch regressions before users do.
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Agent Observability & LLM Tracing
Instrument in 2 lines of Python. Traces every LLM call, tool invocation, and chain step.
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Multi-Agent Orchestration with LangGraph
Design, test, and deploy multi-agent workflows. The orchestration framework built for production.
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The Agent Development Platform Built for Prod
Tracing, evals, monitoring, and deployment. One platform built for production AI agents.
The triggering prompt, headline, copy and format behind every one
The conversations OpenAI matched this advertiser to. Advertisers write context hints, not keywords; these are the prompts the match landed on.
| Prompt | Ad | Format | Seen |
|---|---|---|---|
| cheapest way to fine-tune llama 3 with full observability built in | LLM Eval Platform for AI Agents | Single text ad | Jul to Sep 2026 |
| my copilot studio agents can't connect to my custom langchain agents help | Agent Observability & LLM Tracing | Single text ad | Jul to Sep 2026 |
| how do i deploy agents that work across aws bedrock and azure ai foundry | Multi-Agent Orchestration with LangGraph | Single text ad | Jul to Sep 2026 |
The advertisers whose ChatGPT ads ran beside the same prompts and topics as LangChain's, closest first. Each one is a page of its own.
Every advertiser in the conversations LangChain runs in, by topic.
All advertisers in the ChatGPT ads library · How ChatGPT ads work · Set up a campaign in ChatGPT Ads Manager
Sprites finds the conversations your buyers have, writes the context hints and the ad, sets the budget, and walks you through the launch in Ads Manager.