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 leading AI labs, governments, and research institutions with verified human data.
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
LAZARBEAM
Content, 23M Subs
LAZARBEAM
Content, 23M Subs
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
LAZARBEAM
Content, 23M Subs
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
06.25.26
The DATA Foundation Invests $3M in Kled
The DATA Foundation invests $3 million in Kled, supporting continued growth of the world's largest human data marketplace.
PARTNERSHIP
06.25.26
The DATA Foundation Invests $3M in Kled
The DATA Foundation invests $3 million in Kled, supporting continued growth of the world's largest human data marketplace.
PARTNERSHIP
06.28.26
Kled’s Global Growth Continues
Kled reaches 10 million weekly social views as user-driven growth continues alongside strong app rankings and Android demand.
GENERAL NEWS
06.28.26
Kled’s Global Growth Continues
Kled reaches 10 million weekly social views as user-driven growth continues alongside strong app rankings and Android demand.
GENERAL NEWS
06.28.26
Kled Comes to Android
Kled launches Android pre-registration, expanding access to the platform ahead of upcoming web and desktop releases.
PRODUCT UPDATE
06.28.26
Kled Comes to Android
Kled launches Android pre-registration, expanding access to the platform ahead of upcoming web and desktop releases.
PRODUCT UPDATE
06.27.26
Kled Lands $8M Financial Data Request
Kled secures an $8 million request for anonymized financial data, expanding high-value data collection with its upcoming V3 release.
GENERAL NEWS
06.27.26
Kled Lands $8M Financial Data Request
Kled secures an $8 million request for anonymized financial data, expanding high-value data collection with its upcoming V3 release.
GENERAL NEWS
06.26.26
Kled Begins $1M Token Buyback
Kled launches a $1 million token buyback, reinforcing $KLED as the long-term rewards currency for its data marketplace.
GENERAL NEWS
06.26.26
Kled Begins $1M Token Buyback
Kled launches a $1 million token buyback, reinforcing $KLED as the long-term rewards currency for its data marketplace.
GENERAL NEWS
06.26.26
Yash Sahay (Meta Superintelligence Labs) Joins Kled as Investor
Former Meta Superintelligence Labs engineering leader Yash Sahay joins Kled as an investor, strengthening its AI data quality strategy.
GENERAL NEWS
06.26.26
Yash Sahay (Meta Superintelligence Labs) Joins Kled as Investor
Former Meta Superintelligence Labs engineering leader Yash Sahay joins Kled as an investor, strengthening its AI data quality strategy.
GENERAL NEWS
The Leading Data Marketplace.
A Nitrility Inc. Company
Kled AI © 2026
The Leading Data Marketplace.
A Nitrility Inc. Company
Kled AI © 2026
The Leading Data Marketplace.
A Nitrility Inc. Company
Kled AI © 2026