Kled Raises $10M in Funding
Learn More
Kled Raises $10M in Funding
Learn More
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
SHYAMAL HITESH ANADKAT
OpenAI
SHYAMAL HITESH ANADKAT
OpenAI
YASH SAHAY
Meta Superintelligence
YASH SAHAY
Meta Superintelligence
JAKE SIBLEY
Handshake AI
JAKE SIBLEY
Handshake AI
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
SHYAMAL HITESH ANADKAT
OpenAI
YASH SAHAY
Meta Superintelligence
JAKE SIBLEY
Handshake AI
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
09.30.26
Kled V3 Is Here
Kled V3 enables labs to deploy complex data collection tasks across 500,000+ contributors, with new task infrastructure and fraud detection.
PRODUCT UPDATE
09.30.26
Kled V3 Is Here
Kled V3 enables labs to deploy complex data collection tasks across 500,000+ contributors, with new task infrastructure and fraud detection.
PRODUCT UPDATE
09.30.26
V3 Demo
A quick look at Kled V3, the new data collection layer built to turn custom dataset requests into real-world contributions at scale.
DEVELOPMENT
09.30.26
V3 Demo
A quick look at Kled V3, the new data collection layer built to turn custom dataset requests into real-world contributions at scale.
DEVELOPMENT
09.30.26
AI is spending $700 billion on the wrong problem
AI infrastructure spending is exploding, but access to high-quality human data remains the critical bottleneck. Kled argues that mobile apps can unlock the scale, specificity, and real-world data needed to power the next generation of AI.
INSIGHTS
09.30.26
AI is spending $700 billion on the wrong problem
AI infrastructure spending is exploding, but access to high-quality human data remains the critical bottleneck. Kled argues that mobile apps can unlock the scale, specificity, and real-world data needed to power the next generation of AI.
INSIGHTS
07.18.26
Kled hits 500,000 Users
Kled has officially surpassed 500,000 users. Onward.
GENERAL NEWS
07.18.26
Kled hits 500,000 Users
Kled has officially surpassed 500,000 users. Onward.
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’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
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