Infrastructure Intelligence

OpenAI

api.openai.com

8.95CASC /10
100.00%Pass rate
711 msMedian
1,164 msp95
healthyOperational state
CASC Score8.95Healthy API

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.

8.00–10.00Healthy

Few if any issues detected.

6.00–7.99Needs attention

Issues are impacting expectations.

0.00–5.99Poor performance

Significant problems to investigate.

OpenAI CASC8.95

Healthy API: Few if any issues detected across consistency, pass rate, errors, and outlier behavior.

Infrastructure fingerprint

CDN / HTTPcloudflare_cdn
HostingCloudflare, Inc.
NameserverMicrosoft Corporation
Servercloudflare
Domainapi.openai.com
http: cloudflare_cdnserver: cloudflarens_host: Microsoft Corporationdomain: api.openai.comhost: Cloudflare, Inc.

Developer Resources

No developer enrichment was present in the domain file for this subject.

Signal summary

North AmericaFastest region
556 msFastest median
OceaniaSlowest region
1,376 msSlowest p95

Latency anatomy

DNS, connection, TLS, upload, processing, and download timing from the latest verified snapshot.

DNS
4.82 ms
4.82 ms
TCP
3.05 ms
3.05 ms
TLS
6.14 ms
6.14 ms
Process
788.86 ms
788.86 ms
Download
0.09 ms
0.09 ms
711 msMedian
1,164 msp95
1,987 msp99

Regional Intelligence

Global performance breakdown

Median latency variance across continents and major monitoring regions in the latest verified snapshot.

North America
556ms1,204ms
Medianp95
Europe
746ms1,043ms
Medianp95
Asia
803ms1,291ms
Medianp95
Oceania
1,060ms1,376ms
Medianp95
South America
821ms1,264ms
Medianp95
Africa
1,034ms1,375ms
Medianp95

Cloud Intelligence

Performance by cloud provider

Median and p95 latency measured from AWS, Akamai, Azure, and Google monitoring locations.

RegionAWSAkamaiAzureGoogle
North America557msp95 1,987ms547msp95 978ms564msp95 1,121ms556msp95 728ms
Europe745msp95 1,176ms788msp95 1,077ms717msp95 998ms732msp95 921ms
Asia816msp95 1,088ms788msp95 1,359ms794msp95 1,204ms812msp95 1,514ms
Oceania682msp95 771ms2,029msp95 2,029ms780msp95 1,756ms749msp95 947ms
South America838msp95 1,691ms785msp95 1,195ms855msp95 1,212ms805msp95 958ms
Africa1,025msp95 1,102ms—1,042msp95 1,648ms—

Forward Intelligence

Machine readiness index

Experimental operational scoring for production machine workflows, derived from reliability, consistency, tail latency, and workflow suitability.

9.9Reliability

Pass rate and failure consistency

7.1Consistency

Regional variance and stability

7.7Tail latency

P99 performance under load

8.5Workflow ready

Overall machine suitability

Snapshot: W2026-06-22Generated: 6/29/2026, 6:23:47 PM

Benchmark interpretation

  • OpenAI recorded 100% pass rate in the latest verified snapshot.
  • The p95 latency signal is 1164 ms, with median latency at 711 ms.
  • Infrastructure fingerprinting identifies Cloudflare, Inc. in the observed delivery path.

CASC interpretation

8.95Healthy API

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.

Citation panel

W2026-06-22Snapshot
benchmark-subject.v1Schema
6/29/2026Generated
28555afc0944554140663e1677550029cd93342fSource commit
Latest catalogSnapshot metadataSubject JSONRaw category file

Related benchmark subjects

Google PaLM9.44 CASC · 130 msAnthropic9.14 CASC · 184 ms