groq-cost-tuning

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Translated

Optimize Groq costs through tier selection, sampling, and usage monitoring. Use when analyzing Groq billing, reducing API costs, or implementing usage monitoring and budget alerts. Trigger with phrases like "groq cost", "groq billing", "reduce groq costs", "groq pricing", "groq expensive", "groq budget".

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Sourcejeremylongshore/claude-code-plugins-plus-skills
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NPX Install

npx skill4agent add jeremylongshore/claude-code-plugins-plus-skills groq-cost-tuning

Tags

Translated version includes tags in frontmatter
groq-cost-optimizationapi-cost-reductionusage-monitoringbudget-alertstier-selection

SKILL.md Content

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Groq Cost Tuning

Overview

Optimize Groq costs through smart tier selection, sampling, and usage monitoring.

Prerequisites

  • Access to Groq billing dashboard
  • Understanding of current usage patterns
  • Database for usage tracking (optional)
  • Alerting system configured (optional)

Pricing Tiers

TierMonthly CostIncludedOverage
Free$01,000 requestsN/A
Pro$99100,000 requests$0.001/request
EnterpriseCustomUnlimitedVolume discounts

Cost Estimation

typescript
interface UsageEstimate {
  requestsPerMonth: number;
  tier: string;
  estimatedCost: number;
  recommendation?: string;
}

function estimateGroqCost(requestsPerMonth: number): UsageEstimate {
  if (requestsPerMonth <= 1000) {
    return { requestsPerMonth, tier: 'Free', estimatedCost: 0 };
  }

  if (requestsPerMonth <= 100000) {
    return { requestsPerMonth, tier: 'Pro', estimatedCost: 99 };
  }

  const proOverage = (requestsPerMonth - 100000) * 0.001;
  const proCost = 99 + proOverage;

  return {
    requestsPerMonth,
    tier: 'Pro (with overage)',
    estimatedCost: proCost,
    recommendation: proCost > 500
      ? 'Consider Enterprise tier for volume discounts'
      : undefined,
  };
}

Usage Monitoring

typescript
class GroqUsageMonitor {
  private requestCount = 0;
  private bytesTransferred = 0;
  private alertThreshold: number;

  constructor(monthlyBudget: number) {
    this.alertThreshold = monthlyBudget * 0.8; // 80% warning
  }

  track(request: { bytes: number }) {
    this.requestCount++;
    this.bytesTransferred += request.bytes;

    if (this.estimatedCost() > this.alertThreshold) {
      this.sendAlert('Approaching Groq budget limit');
    }
  }

  estimatedCost(): number {
    return estimateGroqCost(this.requestCount).estimatedCost;
  }

  private sendAlert(message: string) {
    // Send to Slack, email, PagerDuty, etc.
  }
}

Cost Reduction Strategies

Step 1: Request Sampling

typescript
function shouldSample(samplingRate = 0.1): boolean {
  return Math.random() < samplingRate;
}

// Use for non-critical telemetry
if (shouldSample(0.1)) { // 10% sample
  await groqClient.trackEvent(event);
}

Step 2: Batching Requests

typescript
// Instead of N individual calls
await Promise.all(ids.map(id => groqClient.get(id)));

// Use batch endpoint (1 call)
await groqClient.batchGet(ids);

Step 3: Caching (from P16)

  • Cache frequently accessed data
  • Use cache invalidation webhooks
  • Set appropriate TTLs

Step 4: Compression

typescript
const client = new GroqClient({
  compression: true, // Enable gzip
});

Budget Alerts

bash
# Set up billing alerts in Groq dashboard
# Or use API if available:
# Check Groq documentation for billing APIs

Cost Dashboard Query

sql
-- If tracking usage in your database
SELECT
  DATE_TRUNC('day', created_at) as date,
  COUNT(*) as requests,
  SUM(response_bytes) as bytes,
  COUNT(*) * 0.001 as estimated_cost
FROM groq_api_logs
WHERE created_at >= NOW() - INTERVAL '30 days'
GROUP BY 1
ORDER BY 1;

Instructions

Step 1: Analyze Current Usage

Review Groq dashboard for usage patterns and costs.

Step 2: Select Optimal Tier

Use the cost estimation function to find the right tier.

Step 3: Implement Monitoring

Add usage tracking to catch budget overruns early.

Step 4: Apply Optimizations

Enable batching, caching, and sampling where appropriate.

Output

  • Optimized tier selection
  • Usage monitoring implemented
  • Budget alerts configured
  • Cost reduction strategies applied

Error Handling

IssueCauseSolution
Unexpected chargesUntracked usageImplement monitoring
Overage feesWrong tierUpgrade tier
Budget exceededNo alertsSet up alerts
Inefficient usageNo batchingEnable batch requests

Examples

Quick Cost Check

typescript
// Estimate monthly cost for your usage
const estimate = estimateGroqCost(yourMonthlyRequests);
console.log(`Tier: ${estimate.tier}, Cost: $${estimate.estimatedCost}`);
if (estimate.recommendation) {
  console.log(`💡 ${estimate.recommendation}`);
}

Resources

Next Steps

For architecture patterns, see 
groq-reference-architecture
.