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 Backers
Our Backers
Angel Investors
SEBASTIAN THRUN
Founder of Waymo
SEBASTIAN THRUN
Founder of Waymo
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
SEBASTIAN THRUN
Founder of Waymo
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 $5.5M Seed
Kled announces a $5.5M seed round backed by top investors, bringing total financing to $9M.
GENERAL NEWS
03.10.26
Kled Raises $5.5M Seed
Kled announces a $5.5M seed round backed by top investors, bringing total financing to $9M.
GENERAL NEWS
03.11.26
Kled Integrates Whop for Payments
Kled partners with Whop to power payouts, enabling users to upload data, complete tasks, and get paid seamlessly.
PARTNERSHIP
03.11.26
Kled Integrates Whop for Payments
Kled partners with Whop to power payouts, enabling users to upload data, complete tasks, and get paid seamlessly.
PARTNERSHIP
01.26.26
Kled V3 Expands Rewards and Contributor Tools
Kled V3 introduces $20M+ in user rewards, smarter task surfacing, automated quality checks, global payouts, and partner-led labeling work.
PRODUCT UPDATE
01.26.26
Kled V3 Expands Rewards and Contributor Tools
Kled V3 introduces $20M+ in user rewards, smarter task surfacing, automated quality checks, global payouts, and partner-led labeling work.
PRODUCT UPDATE
01.14.26
Kled’s Opt-In Human Data Network at Scale
Kled is building the world’s largest opt-in human data network, proving paid participation unlocks high-quality datasets critical for AI automation.
GENERAL NEWS
01.14.26
Kled’s Opt-In Human Data Network at Scale
Kled is building the world’s largest opt-in human data network, proving paid participation unlocks high-quality datasets critical for AI automation.
GENERAL NEWS
01.05.26
$3 Million in User Wallets
Kled is now charting top 100 on the App Store in 6 countries and closing in on 200,000 downloads.
GENERAL NEWS
01.05.26
$3 Million in User Wallets
Kled is now charting top 100 on the App Store in 6 countries and closing in on 200,000 downloads.
GENERAL NEWS
01.03.26
Kled Hits #1 in Malaysia
Kled reaches #1 on Malaysia’s App Store, charts globally across multiple regions, and sees strong U.S. download momentum.
GENERAL NEWS
01.03.26
Kled Hits #1 in Malaysia
Kled reaches #1 on Malaysia’s App Store, charts globally across multiple regions, and sees strong U.S. download momentum.
GENERAL NEWS
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