OpenAI API reliability degradation from rapid feature shipping

7/10 High

OpenAI experiences roughly one incident every 2-3 days, with a major incident on January 8 affecting image prompts across ChatGPT and the API. The pattern reflects a speed-vs-stability tradeoff where rapid shipping of new models, Codex, and image generation features is compromising reliability.

OpenAI APIChatGPTDALL-ECodex
Category
performance
Workaround
partial
Stage
deploy
Freshness
worsening
Scope
single_lib
Upstream
open
Recurring
Yes
Buyer Type
team
Maintainer
active

Sources

Collection History

Query: “What are the most common pain points with ChatGPT for developers in 2025?”4/8/2026

Many users complain that ChatGPT's responses have become slow or laggy, especially when using the more advanced GPT-4 models. Some frustrated Plus users reported extreme cases like 'ITS BEEN LOADING FOR 1 HOUR!' with no result.

Query: “What are the most common pain points with OpenAI API for developers in 2025?”3/30/2026

That's roughly one incident every 2-3 days. Most are minor and resolve within an hour, but the January 8 image prompts issue was classified as major — affecting both ChatGPT and the API for image-based prompts. OpenAI is shipping incredibly fast (new models, Codex, image generation, connectors) and reliability is paying the price.

Created: 3/30/2026Updated: 4/8/2026