castai-cost-tuning
Optimize Cast AI costs through tier selection, sampling, and usage monitoring. Use when analyzing Cast AI billing, reducing API costs, or implementing usage monitoring and budget alerts. Trigger with phrases like "castai cost", "castai billing", "reduce castai costs", "castai pricing", "castai expensive", "castai budget".
Allowed Tools
Provided by Plugin
castai-pack
Claude Code skill pack for Cast AI (18 skills)
Installation
This skill is included in the castai-pack plugin:
/plugin install castai-pack@claude-code-plugins-plus
Click to copy
Instructions
Cast AI Cost Tuning
Overview
Optimize Cast AI costs through smart tier selection, sampling, and usage monitoring.
Prerequisites
- Access to Cast AI 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 estimateCast AICost(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 Cast AIUsageMonitor {
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 Cast AI budget limit');
}
}
estimatedCost(): number {
return estimateCast AICost(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 castaiClient.trackEvent(event);
}
Step 2: Batching Requests
// Instead of N individual calls
await Promise.all(ids.map(id => castaiClient.get(id)));
// Use batch endpoint (1 call)
await castaiClient.batchGet(ids);
Step 3: Caching (from P16)
- Cache frequently accessed data
- Use cache invalidation webhooks
- Set appropriate TTLs
Step 4: Compression
const client = new CastAIClient({
compression: true, // Enable gzip
});
Budget Alerts
# Set up billing alerts in Cast AI dashboard
# Or use API if available:
# Check Cast AI 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 castai_api_logs
WHERE created_at >= NOW() - INTERVAL '30 days'
GROUP BY 1
ORDER BY 1;
Instructions
Step 1: Analyze Current Usage
Review Cast AI 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 = estimateCast AICost(yourMonthlyRequests);
console.log(`Tier: ${estimate.tier}, Cost: $${estimate.estimatedCost}`);
if (estimate.recommendation) {
console.log(`💡 ${estimate.recommendation}`);
}
Resources
Next Steps
For architecture patterns, see castai-reference-architecture.