Claude-skill-registry groq-cost-tuning

install
source · Clone the upstream repo
git clone https://github.com/majiayu000/claude-skill-registry
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/majiayu000/claude-skill-registry "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/data/groq-cost-tuning-helixdevelopment-helixagent" ~/.claude/skills/majiayu000-claude-skill-registry-groq-cost-tuning && rm -rf "$T"
manifest: skills/data/groq-cost-tuning-helixdevelopment-helixagent/SKILL.md
source content

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

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

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

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

// 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

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

Budget Alerts

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

Cost Dashboard Query

-- 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

// 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
.