groq-cost-tuning
SKILL.md
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
| Tier | Monthly Cost | Included | Overage |
|---|---|---|---|
| Free | $0 | 1,000 requests | N/A |
| Pro | $99 | 100,000 requests | $0.001/request |
| Enterprise | Custom | Unlimited | Volume 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
| Issue | Cause | Solution |
|---|---|---|
| Unexpected charges | Untracked usage | Implement monitoring |
| Overage fees | Wrong tier | Upgrade tier |
| Budget exceeded | No alerts | Set up alerts |
| Inefficient usage | No batching | Enable 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.