Parallel Processing

Concurrent agent execution

Run multiple AI agents simultaneously with the Vercel AI SDK using Promise.all for true parallel execution. Dramatically speed up complex workflows by splitting independent subtasks across concurrent agent calls — cutting end-to-end latency from minutes to seconds.

  • Research agents querying multiple sources concurrently
  • Batch document processing with parallel per-document agents
  • Multi-model comparison running the same prompt across providers
  • Fan-out workflows that aggregate results from specialist agents

Tech stack

Vercel AI SDKNext.jsTypeScriptPromise.allAnthropic Claude
npx shadcn@latest add https://shadcnagents.com/r/ai-agents-parallel-processing
LangChain Parallel Execution

Processing document across 3 LangChain chains simultaneously

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