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BENCHillionaire
Compare AI decision models on accuracy, speed and cost
BENCHillionaire is an independent evaluator of AI System One models. See every answer and its confidence, calibration, speed and cost, measured the same way for every vendor. Run your own test sets across all models, export the data, and make the RIGHT decision VERY FAST. (Just like the models)
I'm so excited to finally share BENCHillionaire with you all! 🎉💰
Here's the thing 🤔 — everyone's talking about AI Decision models (like JEV!), but when you need a model that makes fast, cheap, confident decisions, how do you actually choose one? Vendor benchmarks? Vibes? 🫠 We knew there had to be a better way.
So we built an independent benchmark for System One models 🧠⚡ — the models that take a question and a set of options and return one choice with a confidence for each.
And what better proving ground than a well-known quiz show where humans can play along too? 🎤💸
🔍 What we test: - 📚 80,000k real questions from 12 English-language versions of the show - 🪜 Full 15-question games, with progressive cash prizes. - 🚪 Whether a model knows when to walk away with cash under uncertainty (spoiler: knowing the answer is only half of it!) - 🆘 Deciding to use "lifelines" to improve their odds - ⏱ Accuracy, calibration, speed and cost — measured the same way for every vendor
💡 It's not just about being right — it's about knowing when you're right. A model that knows 93% of the answers but walks away from half of them wins far less than one that commits. That's calibration, and it matters for your product too. 🎯
💼 The site is free to browse and free to play. But if you're actually choosing a model for your product, the Early supporter plan is where the real data lives:
- ✅ Every single answer from every model, with its confidence — not just the headline rankings - 📈 Calibration curves and results broken down by version and ladder step, so you see exactly where each model falls apart - 📦 CSV and Parquet exports — the raw data, straight into your notebooks and evals - 🧪 Your own test set run across every System One model — bring your questions, get every model's answers back - 🔒 A price locked for as long as you stay subscribed — sign up early, never see a price increase
That's the difference between "a model scored 71%" and knowing which model to ship, at which confidence threshold, for your use case. One ranking tells you who won; the full dataset tells you what to buy. 🎯
🏢 Need more? Enterprise covers evaluation on your own data, pre-release testing on our private held-out set, and hands-on advice on picking the right model and provider.
🛡 And yes, we're truly independent: no vendor owns or sponsors us, and nobody can pay for a better ranking. Ever.
🎮 Oh, and one more thing... you can play the game yourself! Answer real questions against the clock, use your lifelines, and even phone an AI model for help 📞🤖 — then see how you stack up against the models on the exact same questions. 👀
I promise: play for a little while and you'll get a feel for which questions the models handle well — and which ones they're terrible at! Then imagine having every one of those answers, from every model, exported to a CSV. That's the Early supporter plan.
We'd love your feedback 🙏💬 Which models should we benchmark next? What would make this more useful for your team? Drop a comment below 👇
Thanks for checking us out — now go see if you can beat the machines! 🏆✨
About BENCHillionaire on Product Hunt
“Compare AI decision models on accuracy, speed and cost”
BENCHillionaire was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #54 on the daily leaderboard. BENCHillionaire is an independent evaluator of AI System One models. See every answer and its confidence, calibration, speed and cost, measured the same way for every vendor. Run your own test sets across all models, export the data, and make the RIGHT decision VERY FAST. (Just like the models)
On the analytics side, BENCHillionaire competes within Developer Tools, Artificial Intelligence, GitHub and Data & Analytics — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how BENCHillionaire performed against the three products that launched closest to it on the same day.
Who hunted BENCHillionaire?
BENCHillionaire was hunted by Christian Ruink. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of BENCHillionaire including community comment highlights and product details, visit the product overview.
Christian Ruink
Hey Product Hunt! 👋🚀
I'm so excited to finally share BENCHillionaire with
you all! 🎉💰
Here's the thing 🤔 — everyone's talking about AI Decision models (like JEV!), but when you need a model that makes fast, cheap, confident decisions, how do you actually choose one? Vendor benchmarks? Vibes? 🫠 We knew there had to be a better way.
So we built an independent benchmark for System One models 🧠⚡ — the models that take a question and a set of options and return one choice with a confidence for each.
And what better proving ground than a well-known quiz show where humans can play along too? 🎤💸
🔍 What we test:
- 📚 80,000k real questions from 12 English-language versions of the show
- 🪜 Full 15-question games, with progressive cash prizes.
- 🚪 Whether a model knows when to walk away with cash under uncertainty (spoiler:
knowing the answer is only half of it!)
- 🆘 Deciding to use "lifelines" to improve their odds
- ⏱ Accuracy, calibration, speed and cost — measured the same way for every vendor
💡 It's not just about being right — it's about knowing when you're right. A model that knows 93% of the answers but walks away from half of them wins far less than one that commits. That's calibration, and it matters for your product too. 🎯
💼 The site is free to browse and free to play. But if you're actually choosing a model for your product, the Early supporter plan is where the real data lives:
- ✅ Every single answer from every model, with its confidence — not just the headline rankings
- 📈 Calibration curves and results broken down by version and ladder step, so you see exactly where each model falls apart
- 📦 CSV and Parquet exports — the raw data, straight into your notebooks and evals
- 🧪 Your own test set run across every System One model — bring your questions, get every model's answers back
- 🔒 A price locked for as long as you stay subscribed — sign up early, never see a price increase
That's the difference between "a model scored 71%" and knowing which model to ship, at which confidence threshold, for your use case. One ranking tells you who won; the full dataset tells you what to buy. 🎯
🏢 Need more? Enterprise covers evaluation on your own data, pre-release testing on our private held-out set, and hands-on advice on picking the right model and provider.
🛡 And yes, we're truly independent: no vendor owns or sponsors us, and nobody can pay for a better ranking. Ever.
🎮 Oh, and one more thing... you can play the game yourself! Answer real questions against the clock, use your lifelines, and even phone an AI model for help 📞🤖 — then see how you stack up against the models on the exact same questions. 👀
I promise: play for a little while and you'll get a feel for which questions the models handle well — and which ones they're terrible at! Then imagine having every one of those answers, from every model, exported to a CSV. That's the Early supporter plan.
We'd love your feedback 🙏💬 Which models should we benchmark next? What would make this more useful for your team? Drop a comment below 👇
Thanks for checking us out — now go see if you can beat the machines! 🏆✨