🕸️LangChain Blog•Stalecollected in 25m
Clay Scales 300M Agent Runs with LangSmith

💡Clay's playbook: Scale AI agents to 300M runs/mo with LangSmith
⚡ 30-Second TL;DR
What Changed
Clay handles 300 million agent runs per month
Why It Matters
Showcases LangSmith's capability for massive-scale agent observability, validating it for production AI apps in sales automation.
What To Do Next
Integrate LangSmith tracing into your LangChain agents for scalable monitoring.
Who should care:Developers & AI Engineers
🧠 Deep Insight
Web-grounded analysis with 10 cited sources.
🔑 Enhanced Key Takeaways
- •Clay integrates with over 50 data sources including Apollo, ZoomInfo, LinkedIn, and Clearbit for comprehensive lead enrichment in its spreadsheet-style interface.[6]
- •Clay's AI features include Claygent for web scraping research on prospects like office locations and founder backgrounds, plus AI Formula Generator for natural language formula creation.[6]
- •Clay supports CRM integrations with Salesforce, HubSpot, and email tools like Lemlist, enabling automated workflows from enrichment to outreach.[6]
- •Clay offers tiered pricing starting at $149/month for Starter, up to $720/month annual for Pro with full CRM sync capabilities.[10]
🔮 Future ImplicationsAI analysis grounded in cited sources
LangSmith's cloud marketplace expansions will increase enterprise adoption by 50% in 2026
Clay's agent scale will drive sales productivity gains of 3x for GTM teams
Handling 300M monthly runs enables advanced AI lead qualification and personalized outreach at production volumes.[article]
⏳ Timeline
2025-07
LangSmith and LangGraph Platform launched in AWS Marketplace for agent workflow acceleration.[2]
2025-10
LangGraph Platform rebranded to LangSmith Deployment.[2]
2026-03
LangSmith made available in Google Cloud Marketplace with Vertex AI and database integrations.[1]
2026-03
Clay announces scaling to 300M monthly agent runs using LangSmith for sales platform.[article]
📎 Sources (10)
Factual claims are grounded in the sources below. Forward-looking analysis is AI-generated interpretation.
- blog.langchain.com — Langsmith Is Now Available in Google Cloud Marketplace
- blog.langchain.com — Aws Marketplace July 2025 Announce
- zignuts.com — Langchain vs Langgraph Langsmith
- clay.com — Integrations
- langchain.com — Observability
- lagrowthmachine.com — Clay Review
- langchain.com
- marketbetter.ai — Clay Review 2026
- prompts.ai — Popular Platforms AI Prompt Engineering 2026
- salesmotion.io — Clay Pricing
📰
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Original source: LangChain Blog ↗