Infrastructure Intelligence
OpenAI
api.openai.com
Cloud API Service Consistency
CASC turns API behavior into a 0–10 confidence signal.
CASC blends pass rates, error rates, outliers, and performance consistency into a single benchmark score. A fast API can score poorly if it behaves inconsistently; a slower API can score well if it is predictable.
Few if any issues detected.
Issues are impacting expectations.
Significant problems to investigate.
Healthy API: Few if any issues detected across consistency, pass rate, errors, and outlier behavior.
Infrastructure fingerprint
Developer Resources
No developer enrichment was present in the domain file for this subject.
Signal summary
Latency anatomy
DNS, connection, TLS, upload, processing, and download timing from the latest verified snapshot.
Regional Intelligence
Global performance breakdown
Median latency variance across continents and major monitoring regions in the latest verified snapshot.
Cloud Intelligence
Performance by cloud provider
Median and p95 latency measured from AWS, Akamai, Azure, and Google monitoring locations.
| Region | AWS | Akamai | Azure | |
|---|---|---|---|---|
| North America | 431msp95 841ms | 415msp95 753ms | 422msp95 1,820ms | 446msp95 602ms |
| Europe | 563msp95 836ms | 653msp95 1,102ms | 577msp95 946ms | 607msp95 1,274ms |
| Asia | 698msp95 918ms | 756msp95 1,041ms | 756msp95 1,112ms | 724msp95 1,098ms |
| Oceania | 648msp95 1,301ms | 613msp95 1,059ms | 630msp95 885ms | 524msp95 828ms |
| South America | 588msp95 647ms | 852msp95 1,074ms | 623msp95 1,009ms | 602msp95 1,372ms |
| Africa | 1,045msp95 1,122ms | — | 950msp95 950ms | — |
Forward Intelligence
Machine readiness index
Experimental operational scoring for production machine workflows, derived from reliability, consistency, tail latency, and workflow suitability.
Pass rate and failure consistency
Regional variance and stability
P99 performance under load
Overall machine suitability
Benchmark interpretation
- OpenAI recorded 99.06% pass rate in the latest verified snapshot.
- The p95 latency signal is 1045 ms, with median latency at 578 ms.
- Infrastructure fingerprinting identifies Cloudflare, Inc. in the observed delivery path.
CASC interpretation
Few if any issues detected across consistency, pass rate, errors, and outlier behavior.
Cloud API Service Consistency is scored from 0 to 10. Higher means more consistent, healthier API behavior across the benchmark period.