Sourcing the largest licensable datasets on the planet.
Sourcing the largest licensable datasets on the planet.
Powering the world’s leading AI companies, governments, and research institutions with data sourced from verified contributors.
Powering the world’s leading AI companies, governments, and research institutions with data sourced from verified contributors.
Backed by Researchers from Top Institutions
Stories
Stories
Our Investors
Our Investors
Angel Investors
DIPLO
Grammy-winning DJ
DIPLO
Grammy-winning DJ
24KGOLDN
Platinum recording artist
24KGOLDN
Platinum recording artist
ADAM COHEN
Founder of Stic
ADAM COHEN
Founder of Stic
SEAN LI
CEO of Magic Labs
SEAN LI
CEO of Magic Labs
DANIEL GREENBERG
Founder of MSCHF
DANIEL GREENBERG
Founder of MSCHF
HARRISON SHIH
DoorDash Labs
HARRISON SHIH
DoorDash Labs
KENT LACOB
Owner of Golden State Warriors
KENT LACOB
Owner of Golden State Warriors
RICKY HORWITZ
Former CMO of Pika
RICKY HORWITZ
Former CMO of Pika
ABE BURNS
Slow Rush Ventures
ABE BURNS
Slow Rush Ventures
ZACH GREENBERGER
Former CBO of Lyft
ZACH GREENBERGER
Former CBO of Lyft
MAX MARCHIONE
Founder of Superpower
MAX MARCHIONE
Founder of Superpower
PAUL YACOUBIAN
Founder of Copy AI
PAUL YACOUBIAN
Founder of Copy AI
PANDABOI
Actor, Youtuber
PANDABOI
Actor, Youtuber
DIPLO
Grammy-winning DJ
24KGOLDN
Platinum recording artist
ADAM COHEN
Founder of Stic
SEAN LI
CEO of Magic Labs
DANIEL GREENBERG
Founder of MSCHF
HARRISON SHIH
DoorDash Labs
KENT LACOB
Owner of Golden State Warriors
RICKY HORWITZ
Former CMO of Pika
ABE BURNS
Slow Rush Ventures
ZACH GREENBERGER
Former CBO of Lyft
MAX MARCHIONE
Founder of Superpower
PAUL YACOUBIAN
Founder of Copy AI
PANDABOI
Actor, Youtuber
Research
Research
The Uncanny Valley of Perfection
5 MIN READ
COMPUTER VISION
RESEARCH
State-of-the-art models like Flux and SDXL suffer from "aesthetic mode collapse," producing plastic, studio-like outputs. By fine-tuning on a curated Kled coreset of high-utility images, we successfully injected realistic optical factors—such as photon noise and lens aberrations—back into the generation process, consistently outperforming prompt engineering in texture fidelity.
3.1K
Coreset Images
3
Training Epochs
10
Metrics Evaluated
The Uncanny Valley of Perfection
5 MIN READ
COMPUTER VISION
RESEARCH
State-of-the-art models like Flux and SDXL suffer from "aesthetic mode collapse," producing plastic, studio-like outputs. By fine-tuning on a curated Kled coreset of high-utility images, we successfully injected realistic optical factors—such as photon noise and lens aberrations—back into the generation process, consistently outperforming prompt engineering in texture fidelity.
The Uncanny Valley of Perfection
5 MIN READ
COMPUTER VISION
RESEARCH
State-of-the-art models like Flux and SDXL suffer from "aesthetic mode collapse," producing plastic, studio-like outputs. By fine-tuning on a curated Kled coreset of high-utility images, we successfully injected realistic optical factors—such as photon noise and lens aberrations—back into the generation process, consistently outperforming prompt engineering in texture fidelity.
3.1K
Coreset Images
3
Training Epochs
10
Metrics Evaluated
03.10.26
Kled Raises $10M In Funding
Kled raises $10M from top investors, as its human data marketplace scales rapidly with millions of daily uploads and rising demand from AI labs.
GENERAL NEWS
03.10.26
Kled Raises $10M In Funding
Kled raises $10M from top investors, as its human data marketplace scales rapidly with millions of daily uploads and rising demand from AI labs.
GENERAL NEWS
04.23.26
Kled Launches UFDP — Paid Captcha for Data Validation
Kled introduces UFDP, a paid captcha system that verifies AI training data at scale while rewarding users for validation.
DEVELOPMENT
04.23.26
Kled Launches UFDP — Paid Captcha for Data Validation
Kled introduces UFDP, a paid captcha system that verifies AI training data at scale while rewarding users for validation.
DEVELOPMENT
04.18.26
Kled has been Gamified
Kled adds a level system, rewarding users with better tasks and pay through XP, streaks, and achievements.
PRODUCT UPDATE
04.18.26
Kled has been Gamified
Kled adds a level system, rewarding users with better tasks and pay through XP, streaks, and achievements.
PRODUCT UPDATE
04.15.26
Kled Surpasses 1 Billion Uploads
Kled crosses 1 billion uploads, scaling toward 5 billion and cementing its lead as the largest opt-in human data network.
PARTNERSHIP
04.15.26
Kled Surpasses 1 Billion Uploads
Kled crosses 1 billion uploads, scaling toward 5 billion and cementing its lead as the largest opt-in human data network.
PARTNERSHIP
03.21.26
Kled Featured in The Guardian on AI Data Work
Kled is featured in The Guardian, highlighting the role of human data contributors in powering and shaping modern AI systems.
GENERAL NEWS
03.21.26
Kled Featured in The Guardian on AI Data Work
Kled is featured in The Guardian, highlighting the role of human data contributors in powering and shaping modern AI systems.
GENERAL NEWS
03.12.26
The company that will solve the $100 trillion human data problem
Kled is a research consortium of top AI scientists focused on forecasting AI data scarcity and, through our mobile application layer, collecting the high-value human datasets required to push the frontier forward.
INSIGHTS
03.12.26
The company that will solve the $100 trillion human data problem
Kled is a research consortium of top AI scientists focused on forecasting AI data scarcity and, through our mobile application layer, collecting the high-value human datasets required to push the frontier forward.
INSIGHTS
The Leading Data Marketplace.
Support
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