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Built with AI SDK · shadcn/ui · Next.js

© 2026 AI SDK Patterns

Parallel Workflow

Run multiple AI calls concurrently with Promise.all and merge the results. Performs sentiment analysis, entity extraction, and summarization in parallel.

workflowsadvancedworkflowparallelconcurrentmerge

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Installation

Option 1: Install via CLI

pnpm dlx shadcn@latest add https://ai-sdk-patterns.vercel.app/r/parallel-workflow

Automatically installs the pattern and its dependencies in your project.

Option 2: Copy or Download

Download the complete pattern as a standalone Next.js project.

Usage

1. Set up environment variables

# .env.local
ANTHROPIC_API_KEY=your_anthropic_key
OPENAI_API_KEY=your_openai_key
GOOGLE_GENERATIVE_AI_API_KEY=your_google_key

Add your AI provider API key to enable real functionality.

2. Run the development server

npm run dev
# or
pnpm dev
# or
yarn dev

Open http://localhost:3000 to see the pattern in action.

3. Customize for your needs

The pattern is ready to use. Modify the components, API routes, and styling to fit your application.

  • Update the UI components in app/page.tsx
  • Modify API logic in app/api/
  • Adjust styling with Tailwind CSS classes
  • Add your own business logic and data sources

Use Cases

Comprehensive Data Analysis

Build systems that perform sentiment analysis, entity extraction, topic modeling, and summarization simultaneously on the same text.

Multi-channel Content Processing

Create platforms that analyze text, extract images, generate summaries, and assess quality across different content types in parallel.

Market Research Automation

Develop tools that conduct competitor analysis, market sizing, trend identification, and opportunity assessment concurrently.

Risk Assessment Systems

Build platforms that evaluate financial, operational, legal, and reputational risks in parallel for comprehensive analysis.

Technical Details

Dependencies

• Next.js 16+ (App Router)
• AI SDK v6
• React 18+
• Tailwind CSS
• TypeScript

Files Included

• app/page.tsx
• app/api/parallel/route.ts

Related patterns

Sequential Workflow

Chain multiple AI calls in sequence, passing the output of one step as input to the next. Implements a research-summarize-translate-format pipeline.

Orchestrator Agent

A parent agent that decomposes complex tasks, delegates subtasks to specialized child agents via tools, and merges their results into a cohesive response.

Interactive Demo Coming Soon

The parallel-workflow pattern demo is being prepared.

Download the pattern to try it with your API key