04.23.26
•
Avi Patel
Kled Launches UFDP — Paid Captcha for Data Validation
Kled Launches UFDP — Paid Captcha for Data Validation
Kled Launches UFDP — Paid Captcha for Data Validation
4 MIN READ
DEVELOPMENT
We created the world’s best captcha.
The first captcha that is: free for companies, pays you to solve it, impossible to bot, and instead of showing you images of random traffic lights, you’re shown real AI training data to validate.
Data is provided exclusively by Kled, and once validated is sent directly to the leading foundation models and robotics companies to further the advancement of AGI.
Introducing ufdp.ai - The Universal Fraud Detection Protocol.
Every AI lab in the world has the same problem.
Billions of data points with no clean way to validate them at scale. Bad data in a training pipeline destroys model quality.
Quality control is the single most expensive bottleneck in AI development.
Kled is the largest opt-in human data marketplace ever built. Over 1 billion data points uploaded to date. Over 5 million new uploads every single day.
Say a robotics lab needs 10,000 videos of someone taking out the trash, both hands visible at all times, filmed in natural daylight, no cuts.
At that volume, verifying every single upload is impossible. Standard ML fraud models are not good enough to detect that level of requirement complexity at scale. Contributors figure this out fast and start cutting corners.
We created the world’s best captcha.
The first captcha that is: free for companies, pays you to solve it, impossible to bot, and instead of showing you images of random traffic lights, you’re shown real AI training data to validate.
Data is provided exclusively by Kled, and once validated is sent directly to the leading foundation models and robotics companies to further the advancement of AGI.
Introducing ufdp.ai - The Universal Fraud Detection Protocol.
Every AI lab in the world has the same problem.
Billions of data points with no clean way to validate them at scale. Bad data in a training pipeline destroys model quality.
Quality control is the single most expensive bottleneck in AI development.
Kled is the largest opt-in human data marketplace ever built. Over 1 billion data points uploaded to date. Over 5 million new uploads every single day.
Say a robotics lab needs 10,000 videos of someone taking out the trash, both hands visible at all times, filmed in natural daylight, no cuts.
At that volume, verifying every single upload is impossible. Standard ML fraud models are not good enough to detect that level of requirement complexity at scale. Contributors figure this out fast and start cutting corners.
ufdp.ai is the first free captcha service for any website.
Instead of a standard captcha, users are shown a real anonymized data point pulled exclusively from Kled's pipeline. Install the extension, connect your wallet, and you get paid every time you solve one correctly.
For companies the captcha is completely free. For users without the extension it works exactly like a normal captcha, they just don't get paid.
Consensus is everything.
Each question goes to a cluster of at minimum 50 people simultaneously. If 47 say the answer is X and 3 say Y, it is X. The 47 get rewarded. The 3 take a trust score hit, their pay multiplier drops, and they get flagged for closer review.
The network self selects for quality over time. The best validators earn the most. The bad actors get priced out automatically.
The result on the other end is clean, verified, requirement-perfect data delivered directly to the lab.
The robotics lab gets 10,000 videos. Every single one has both hands visible. Every one filmed in natural daylight. No cuts.
Kled’s sales margin on this data lets us run this captcha service completely for free unlike any other service in the market.
Traditional captchas are becoming worthless.
AI can now solve any fixed image grid automatically. reCAPTCHA, hCaptcha, every major service on the market pulls from a pre-labeled problem set. Once AI learns the set, it is over.
UFDP has all the same standard bot detection built in. But the captcha itself is unsolvable by AI because it is never the same twice.
Every question is a brand new real world data point pulled live from a pipeline of 5 million daily uploads. There is no problem set to train on. There is no pattern to crack. The only thing that can answer it is a genuine human judgment call.
The entire captcha network is fully decentralized. Payouts are powered by $KLED. We already have a user base in early testing. The whitelist is open today. ufdp.ai by Kled.
ufdp.ai is the first free captcha service for any website.
Instead of a standard captcha, users are shown a real anonymized data point pulled exclusively from Kled's pipeline. Install the extension, connect your wallet, and you get paid every time you solve one correctly.
For companies the captcha is completely free. For users without the extension it works exactly like a normal captcha, they just don't get paid.
Consensus is everything.
Each question goes to a cluster of at minimum 50 people simultaneously. If 47 say the answer is X and 3 say Y, it is X. The 47 get rewarded. The 3 take a trust score hit, their pay multiplier drops, and they get flagged for closer review.
The network self selects for quality over time. The best validators earn the most. The bad actors get priced out automatically.
The result on the other end is clean, verified, requirement-perfect data delivered directly to the lab.
The robotics lab gets 10,000 videos. Every single one has both hands visible. Every one filmed in natural daylight. No cuts.
Kled’s sales margin on this data lets us run this captcha service completely for free unlike any other service in the market.
Traditional captchas are becoming worthless.
AI can now solve any fixed image grid automatically. reCAPTCHA, hCaptcha, every major service on the market pulls from a pre-labeled problem set. Once AI learns the set, it is over.
UFDP has all the same standard bot detection built in. But the captcha itself is unsolvable by AI because it is never the same twice.
Every question is a brand new real world data point pulled live from a pipeline of 5 million daily uploads. There is no problem set to train on. There is no pattern to crack. The only thing that can answer it is a genuine human judgment call.
The entire captcha network is fully decentralized. Payouts are powered by $KLED. We already have a user base in early testing. The whitelist is open today. ufdp.ai by Kled.
The Leading Data Marketplace.
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A Nitrility Inc. Company
Kled AI © 2026
The Leading Data Marketplace.
Support
A Nitrility Inc. Company
Kled AI © 2026
The Leading Data Marketplace.
Support
A Nitrility Inc. Company
Kled AI © 2026