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The archive · AI & Models · Strategic decision · 2024–2026

Yupp's $33M crowdsourced AI-evaluation bet dies in 10 months; a16z crypto backed

Free side-by-side AI model comparisons with crypto rewards drew 1.3M users — but weak product-market fit killed it; service closed April 15, 2026.

Yupp

The betThat crowdsourced consumer feedback on which AI model answers are best — rewarded with crypto and sold to labs — could become the default evaluation layer for AI.No longer exists

What the business is

A free platform comparing up to 800 AI models side by side; users pick the best answers, earn rewards, and Yupp sells the aggregated preference data and runs a public leaderboard.

Starting capital$33M seed led by a16z crypto (Chris Dixon), plus 45+ angels

How it started

Coinbase/Google/Twitter veteran Pankaj Gupta and AI lead Gilad Mishne co-founded Yupp in June 2024. A $33M seed round led by a16z crypto's Chris Dixon closed in 2024 with more than 45 angels, including Google Chief Scientist Jeff Dean, Twitter co-founder Biz Stone, Pinterest co-founder Evan Sharp and Perplexity CEO Aravind Srinivas; the platform exited stealth in June 2025.

What happened

Yupp signed up 1.3 million users, collected millions of preferences per month, offered free access to 800 models, and built the VIBE Score leaderboard — but counted only 'a few AI labs' as paying customers. Founders said the capability landscape changed dramatically: labs shifted to hiring specialist experts (the Scale AI/Mercor model) and toward agentic systems, leaving crowdsourced consumer feedback without strong product-market fit.

How it ended up

Shutdown announced March 31, 2026; service fully closed April 15, 2026, with a window for users to download their data. Founder Pankaj Gupta said remaining funds would be returned to investors, and some employees joined a well-known AI company.

Background

Yupp was an AI model-evaluation platform founded in June 2024 by Pankaj Gupta and Gilad Mishne, veterans of Coinbase, Google and Twitter. Its pitch: let consumers compare answers from up to 800 AI models for free, reward their preference feedback through crypto rails and fiat, and sell the aggregated anonymized data to model makers as the default evaluation layer for AI.

The company closed a $33M seed round led by a16z crypto's Chris Dixon with more than 45 angels including Jeff Dean, Biz Stone, Evan Sharp and Aravind Srinivas, and launched publicly in June 2025. Traction looked real — 1.3 million registered users, millions of preference data points per month, a public VIBE Score leaderboard — but only 'a few AI labs' became paying customers.

In March 2026 the founders announced the wind-down. They said the product never reached strong enough product-market fit: model capabilities converged and leapfrogged faster than expected, and labs shifted from crowdsourced consumer feedback to hiring specialist experts (the Scale AI/Mercor model) and toward agentic systems. The service closed on April 15, 2026, and Gupta said remaining capital would be returned to investors.

What has to be true

  • The two-sided market broke structurally: millions of consumers generated feedback, but the target buyers preferred PhD-level experts in the reinforcement loop over crowdsourced preferences.
  • Model capability convergence made side-by-side answer comparison less valuable to users just as labs' evaluation needs moved to agentic workflows.
  • Famous backers and a giant seed round validated the team and narrative, not the revenue model — a few lab customers never became the durable pipeline the pitch assumed.
  • Shutting after 10 months and returning remaining funds kept the damage small, but the category's winner (leaderboard-plus-expert-data) emerged elsewhere.

What can be applied

A marketplace needs both sides to commit: 1.3M consumers came, but labs' buying criteria moved from consumer feedback to expert-in-the-loop data. One-sided traction is not product-market fit.

Aftermath

As of April 2026 Yupp is closed: co-founders Pankaj Gupta and Gilad Mishne announced the wind-down on March 31, 2026, and the service shut completely on April 15 after a window for users to download their chat history and delete accounts. Gupta said remaining capital would be returned to investors, and TechCrunch reported some employees joined a 'well-known' AI company.

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