OpinionTechnical

I Tested Codex's $500/mo Ultrafast. What You Need to Know.

Nate Herk | AI Automation

The creator tests Codex's new $500/month ultrafast mode, which processes at 300 tokens per second—8x faster than standard mode. While ultrafast delivers noticeably better quality results and significant speed improvements on simpler tasks, it consumes 2-4x more of the weekly token limit, making it impractical for regular use despite its impressive performance.

Summary

The video reviews Codex's newly announced ultrafast tier, available exclusively on their $500/month professional plan and the upcoming GBD-6.1 Soul model. Ultrafast operates at 300 tokens per second, delivering speeds 8x faster than standard mode and 4x faster than regular fast mode. The creator conducts two detailed tests comparing ultrafast versus standard performance. In the first test, creating a 60-second video from 145GB of Google campus footage and 11 minutes of personal reflections, ultrafast completed in 19 minutes consuming 17% of the weekly limit, while standard took 50 minutes consuming only 4%. Despite the dramatic speed difference (2.5x instead of promised 8x), the ultrafast version produced qualitatively better results—more natural storytelling with fewer awkward interruptions. The second test, creating a resource guide from a YouTube video comparison, showed ultrafast achieving closer to the promised 8x speed advantage (1 minute 43 seconds vs 13 minutes) while consuming 3% versus 1% of the weekly limit. When examining the actual outputs side-by-side, both results were nearly identical in quality—both rated around 9/10—despite the significant difference in processing time and token consumption. The creator concludes that while ultrafast mode is genuinely impressive and useful for time-critical situations (such as working minutes before a meeting), the token consumption multiplier makes it impractical for routine work. He notes that he regularly uses the regular fast mode without excessive resource drain and would only resort to ultrafast in desperate situations. The creator recommends building better processes to avoid rushed deadlines rather than relying on ultrafast as a solution.

Key Insights

  • Ultrafast mode produced qualitatively superior video editing results despite consuming 4.25x more tokens, creating more natural storytelling with fewer awkward sentence interruptions compared to standard mode on complex tasks
  • On simpler tasks like creating resource guides, ultrafast achieved closer to the promised 8x speed improvement but with only a 3x increase in token consumption versus standard mode
  • When comparing identical outputs from ultrafast versus standard mode on resource guide creation, both results were nearly identical in quality (both rated 9/10) despite vastly different processing times
  • The token consumption multiplier for ultrafast ranges from 2-4x depending on task complexity, making regular use economically impractical even for the $500/month tier
  • Ultrafast's speed advantage is most pronounced on simpler, shorter tasks with less input and iteration required, while becoming less cost-effective on complex projects requiring multiple refinements

Topics

Codex ultrafast tier pricing and availabilitySpeed performance comparison (standard vs ultrafast vs fast)Token limit consumption analysisQuality comparison of AI-generated outputsCost-benefit analysis of premium AI features

Transcript

[0:00] The new ultrafast from Codex is really fast. Here I simply asked, " What did I talk about on this week's Community Q&A call ?" And you can see how quickly he finds the right call, gets the transcript, and summarizes it. It was a 54-minute call that he had to review and summarize, and he did it in 20 seconds. Or, sorry, 19 seconds . So, ultrafast is only available with the GBD-6 Astra, and you see we had standard, fast, and now we have ultrafast. As for ultrafast, it is only available on their new plan that they just announced, for $500 per month. Here you can see the fastest work in Codex. This is not available…

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