OpenAI Operational Intelligence

OpenAI benchmark detail

OpenAI is measured as part of Artificial Intelligence. This page summarizes operational signals for api.openai.com, including quality, reliability, latency, and infrastructure context.

• Domain: api.openai.com.
• Category: Artificial Intelligence.
• Benchmark subject type: ai-provider.
• Monitored count: 1.
• Latest snapshot: W2026-07-13.

Latency anatomy

Latency anatomy breaks the request into network and processing phases so agents can reason about whether delay is likely DNS, connection, TLS, server processing, or transfer related.

• DNS: 15.5 ms.
• TCP connection: 3.5 ms.
• TLS handshake: 6.36 ms.
• Processing: 693.23 ms.
• Download: 0.09 ms.

Infrastructure fingerprint

Infrastructure fields identify the observable delivery layer for the benchmark subject where that data is available.

• CDN: cloudflare_cdn.
• Hosting provider: Cloudflare, Inc..
• Nameserver: Microsoft Corporation.
• Server: cloudflare.

• Subject JSON

Benchmark interpretation

Generated interpretation from the latest verified snapshot.

• OpenAI recorded 100% pass rate in the latest verified snapshot.
• The p95 latency signal is 1114 ms, with median latency at 690 ms.
• Infrastructure fingerprinting identifies Cloudflare, Inc. in the observed delivery path.

Agent-readable source

Browsers get this formatted Agent View. Agents can request the raw source with Accept: text/markdown.

[Human view](https://apicontext.com/api-directory/artificialintelligence/openai) · [Markdown view](https://apicontext.com/api-directory/artificialintelligence/openai.md) · [APIContext home](https://apicontext.com)

# OpenAI Operational Intelligence

Canonical URL: https://apicontext.com/api-directory/artificialintelligence/openai
Source: static
Updated: 2026-07-21T11:12:48.100Z
Description: OpenAI benchmark detail for api\.openai\.com, including CASC score, latency anatomy, infrastructure fingerprinting, and developer resources\.

## Summary
OpenAI is a ai\-provider benchmark subject in Artificial Intelligence\. Latest snapshot metrics include 8\.83 CASC score, 100\.00% pass rate, 690 ms median latency, and 1,114 ms p95 latency\.

## Stats
- 8\.83 CASC score
- 100\.00% pass rate
- 690 ms median latency
- 1,114 ms p95 latency
- healthy operational state

## Page sections

### OpenAI benchmark detail
Category: Subject
OpenAI is measured as part of Artificial Intelligence\. This page summarizes operational signals for api\.openai\.com, including quality, reliability, latency, and infrastructure context\.

- Domain: api\.openai\.com\.
- Category: Artificial Intelligence\.
- Benchmark subject type: ai\-provider\.
- Monitored count: 1\.
- Latest snapshot: W2026\-07\-13\.

### Latency anatomy
Category: Latency
Latency anatomy breaks the request into network and processing phases so agents can reason about whether delay is likely DNS, connection, TLS, server processing, or transfer related\.

- DNS: 15\.5 ms\.
- TCP connection: 3\.5 ms\.
- TLS handshake: 6\.36 ms\.
- Processing: 693\.23 ms\.
- Download: 0\.09 ms\.

### Infrastructure fingerprint
Category: Infrastructure
Infrastructure fields identify the observable delivery layer for the benchmark subject where that data is available\.

- CDN: cloudflare\_cdn\.
- Hosting provider: Cloudflare, Inc\.\.
- Nameserver: Microsoft Corporation\.
- Server: cloudflare\.

- [Subject JSON](/api-directory/data/latest/subjects/artificialintelligence/openai.json)

### Benchmark interpretation
Category: Interpretation
Generated interpretation from the latest verified snapshot\.

- OpenAI recorded 100% pass rate in the latest verified snapshot\.
- The p95 latency signal is 1114 ms, with median latency at 690 ms\.
- Infrastructure fingerprinting identifies Cloudflare, Inc\. in the observed delivery path\.

## Key facts
- OpenAI domain: api\.openai\.com\.
- Operational state: healthy\.
- CASC score: 8\.83\.
- Pass rate: 100\.00%\.
- p95 latency: 1,114 ms\.

## Primary entities
- APIContext
- OpenAI
- api\.openai\.com
- Artificial Intelligence
- Benchmark Intelligence
- Infrastructure Intelligence

## Audience
- API teams
- SRE teams
- researchers
- AI retrieval systems

## Primary links
- [Subject JSON](/api-directory/data/latest/subjects/artificialintelligence/openai.json)