Data Processing

Pattern

AI SDK Prompt Few-Shot Editor

Create and test prompts with few-shot examples. Evaluate AI responses and tune model performance through experimentation.

IntermediateOct 2025View the full pattern on desktop
AI SDK Prompt Few-Shot Editor preview

Problems solved

  • Create and test prompts with few-shot examples
  • Evaluate AI response quality (consistency, relevance, quality)
  • Generate improved few-shot examples via AI
  • Tune model performance through experimentation
  • Structured output for extraction, classification, and summarization tasks

Use cases

  • Prompt development
  • AI model testing
  • Few-shot learning

Tags

aiprompt-engineeringfew-shotvercel-ai-sdk

Environment variables

Ready to use?

View the full interactive pattern with live preview and copy the source code.

View the pattern on desktop

Related patterns

AI Profile Enrichment Form preview

AI Profile Enrichment Form

Analyze user profiles with AI and provide personalized suggestions. Enriches data, suggests improvements, and offers career insights.

aiform+5
View pattern →
Prompt UI Improver preview

Prompt UI Improver

Transform short, vague UI requests into production-grade design briefs with strong visual, interaction, and implementation detail.

aiprompt-engineering+3
View pattern →
Workflow - URL Analysis preview

Workflow - URL Analysis

Analyze URLs through AI prompt chaining. Scrapes content, analyzes it, and generates summaries.

aiworkflow+7
View pattern →
Research Agent Chain preview

Research Agent Chain

Sequential three-agent chain demonstrating structured outputs flowing between agents. Research Agent 1 gathers research, Expand Agent 2 expands research, Synthesis Agent 3 synthesizes final answer. Uses Exa tools and AI SDK 6's stabilized structured output support.

aiagents+8
View pattern →

You’ve reached the end of this pattern.