
DesignArena is used by 5.3 million people around the world, providing critical human evaluations to frontier labs.
DesignArena is a platform that collects human feedback on AI-generated outputs by presenting users with "A vs. B" choices to rank different results. The company behind it raised $7.9 million in funding and now generates $60 million in annual revenue by selling this feedback data to AI companies that need to improve their models. This matters because human judgment is needed to evaluate qualities like design appeal that automated benchmarks cannot reliably measure, and frontier AI labs are willing to pay for access to this crowdsourced evaluation at scale. The approach has shown promise compared to other human feedback platforms, though a similar company called Yupp failed to build a sustainable business despite raising significant funding and attracting major customers.

NextSlide says its team members are now working on ChatGPT.
The leadership team at Avatar Robotics: Hamid Farzaneh, founding engineer (l); Colin Webb, founder/CEO (m); and Nenye Anagbogu, chief screwdriver (r). | Credit: Avatar Robotics Avatar Robotics this week said it has raised $6.5 million in a seed financing round. AlleyCorp led the investment, which followed a pre-seed round led by defy.vc. Additional participants included Headline, Henry Ford III, Refashiond, Paul Vogel, Jack Huffard, and Samuel Udotong. The funding aims to support the deployment

Taking vibe-coding a step further, Naïve claims its infra can automate most of the work in setting up and running a business.
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