groq-core-workflow-b

Groq Core Workflow B

Overview

Secondary workflow for Groq. Complements the primary inference workflow by focusing on batch processing, model benchmarking, and advanced prompt optimization. Use this skill when you need to evaluate multiple Groq models against the same prompt set, run A/B tests on different prompting strategies, or process large volumes of inference requests within API quota constraints.

Prerequisites

• Completed groq-install-auth setup
• Familiarity with groq-core-workflow-a
• Valid API credentials configured

Instructions

Step 1: Setup

Define your prompt dataset and the set of model variants or parameter configurations you want to test. Structure the evaluation criteria: what constitutes a good response for your use case — accuracy, conciseness, format compliance, or latency. Implement a scoring function or evaluation rubric you can apply consistently across all model outputs.

// Step 1 implementation

Step 2: Process

Submit the prompt batch to each model configuration in turn, respecting rate limits between requests. Collect all responses along with latency and token count metadata. Apply your scoring function to each response and record the results. For high-volume batches, parallelize requests up to your rate limit and implement exponential backoff for any throttled calls.

// Step 2 implementation

Step 3: Complete

Aggregate the evaluation scores and produce a comparison report showing which model or configuration performed best across your prompt set. Commit the winning configuration to your application settings. Archive the full evaluation dataset including prompts, responses, and scores for future regression testing.

// Step 3 implementation

Output

• Completed Core Workflow B execution
• Model comparison report with scores and latency metrics per configuration
• Recommended optimal model and parameter settings for your use case
• Success confirmation or error details

Error Handling

Aspect	Workflow A	Workflow B
Use Case	Primary	Secondary
Complexity	Medium	Lower
Performance	Standard	Optimized

Examples

Complete Workflow

// Complete workflow example

Error Recovery

// Error handling code

Resources

• Groq Documentation
• Groq API Reference

Next Steps

For common errors, see groq-common-errors.