Optimize your Crash CODEX implementation for maximum efficiency
Never hardcode API keys in client-side code or version control.
# Environment variables CODEX_API_KEY=your_api_key_here CODEX_ENDPOINT=https://api.crashcodex.xyz
Always use HTTPS endpoints for secure communication.
For high-security environments, implement request signing with timestamps.
Use exponential backoff for transient errors.
const retry = async (fn, retries = 3) => { for (let i = 0; i < retries; i++) { try { return await fn(); } catch (error) { if (i === retries - 1) throw error; await delay(Math.pow(2, i) * 1000); } } };
Respect rate limit headers and implement queue mechanisms.
Log errors without exposing sensitive data in logs.
Group multiple operations into single API calls to reduce overhead.
// Instead of multiple single requests const estimates = await Promise.all([ generateEstimate(vehicle1), generateEstimate(vehicle2), generateEstimate(vehicle3) ]); // Use batch endpoint const estimates = await batchGenerateEstimates([ vehicle1, vehicle2, vehicle3 ]);
Set reasonable timeout values based on operation complexity.
Cache frequently accessed data with appropriate TTL values.
• Vehicle data: 24 hours
• Labor rates: 6 hours
• Part prices: 2 hours
Use ETags and Last-Modified headers to avoid unnecessary data transfer.
If-None-Match: "abc123"
Request only the fields you need to reduce payload size.
?fields=total,labor,parts
Always validate VIN format and check digit before API calls.
const validateVIN = (vin) => { const vinRegex = /^[A-HJ-NPR-Z0-9]{17}$/; return vinRegex.test(vin) && calculateCheckDigit(vin) === vin[8]; };
Provide detailed, structured damage descriptions for better accuracy.
✓ "Front bumper damaged, driver side headlight cracked"
✗ "Front end damage"
Monitor confidence scores and flag low-confidence estimates for review.
Implement business logic validation on responses.
Use webhooks for long-running operations like complex estimates.
// Submit estimate request const response = await fetch('/api/estimate', { method: 'POST', headers: { 'Content-Type': 'application/json', 'X-Webhook-URL': 'https://your-app.com/webhook' }, body: JSON.stringify(estimateData) }); const { requestId } = await response.json(); // Handle webhook callback app.post('/webhook', (req, res) => { const { requestId, status, result } = req.body; if (status === 'completed') { processEstimate(result); } res.status(200).send('OK'); });
For environments that can't receive webhooks, use efficient polling.
const pollForResult = async (requestId) => { const maxAttempts = 20; const delay = 5000; // 5 seconds for (let i = 0; i < maxAttempts; i++) { const status = await checkStatus(requestId); if (status.completed) { return status.result; } await new Promise(resolve => setTimeout(resolve, delay * Math.pow(1.2, i)) ); } throw new Error('Timeout waiting for result'); };
Separate CODEX integration into dedicated microservices.
• Estimate Service
• ADAS Service
• Pricing Service
• Report Service
Implement circuit breaker pattern for resilience.
• Failure threshold: 5 errors
• Timeout: 30 seconds
• Recovery time: 60 seconds
Distribute requests across multiple service instances.
• Round-robin distribution
• Health check endpoints
• Graceful degradation
• Response time percentiles (p50, p95, p99)
• Error rates by endpoint
• Request volume trends
• Rate limit utilization
• Estimate accuracy rates
• Supplement prediction accuracy
• ADAS detection coverage
• Processing time by complexity
• API downtime or 5xx errors
• Authentication failures
• Rate limit exceeded
• Response time > 60 seconds
• Error rate > 5%
• Confidence scores trending down
• Unusual request patterns
• Queue depth increasing
Encrypt PII and sensitive vehicle information in transit and at rest.
Only collect and transmit data necessary for the operation.
Implement appropriate data retention and deletion policies.
Grant minimum necessary API permissions for each use case.
Regularly rotate API keys and implement key versioning.
Log all API access for security monitoring and compliance.
Our technical team can help you implement these best practices in your environment.