Capacity Constraints Frustrate Users
Users frequently report hitting model availability limits and experiencing timeouts, particularly with newer models like GPT-6.1 Sol and Astra, disrupting workflows across personal and enterprise tiers.
"I’ve hit model not available limits for GPT 6.1 Sol multiple times over the last week." – wincy
"I had a codex session stop in the middle because the auto-reviewer timed out with something like 'auto-review not available at the moment'." – 0xFluegel
Skepticism About Practical Value
Many commenters dismiss the visual/interactive features as gimmicky or unnecessary, arguing that real-world instructions already include visuals and that the demos use artificially simplified ("text-only") examples to make the AI look better.
"They made fake, terrible artifacts (colorless paint chips, text-only city guides and instruction manuals) to show how terrible that is, and then 'fixed' them." – mogrinz
"Written manuals/guides come with pictures. The ad is dishonest." – topsykreet
Suspicions of Monetization Motives
A recurring theory suggests OpenAI is pushing rich UIs primarily to increase token consumption (and thus revenue), especially since enterprise users pay per token, and the feature creates more opportunities for embedded advertising.
"More UI elements == more tokens == more money for OpenAI" – briga
"This seems like a way for them to surface ads in ChatGPT. They just came out with visual ad format option for advertisers." – virtuosarmo
Competitive Positioning Against Anthropic
Discussion often frames the update as OpenAI attempting to match or counter Anthropic's Claude capabilities, particularly its recently introduced visual/output features, with some accusing OpenAI of merely catching up.
"Is this OpenAI catching up with Anthropic artifacts?" – throwaway7783
"The point, I think, is to make fun of Anthropic models, which answer only in text when you ask them how to do something." – shwaj