Cloudflare bought Human Native AI
Cash exit for a training-data marketplace. An infrastructure company decided this category is plumbing, not a niche.
Kelp Market · Investor brief · 2026
The public web is used up — every vendor resells the same scraped photos. The real supply is the 80%+ of the world's ~13.6 trillion photos that were never published online. We give labs access to that unseen inventory, and every asset ships with cryptographic proof of where it came from and who agreed to the license. A court can check it, an insurer can check it. That's what we built.
ed25519 · SEAL records · PRNU sensor fingerprinting · IPFS + Stripe rails
Context
Cash exit for a training-data marketplace. An infrastructure company decided this category is plumbing, not a niche.
Creator-sourced training data, $40M claimed run-rate. Supply that can document itself is where the money is going.
First US jury to hear an AI training case. Every asset a lab cannot trace becomes evidence against the lab.
how training data is sold today
The vendor vouches for itself. Ask a lab how they know an asset was licensed and the honest answer is: their database says so.
what courts and regulators now demand
None of that comes out of a database row. It has to be bound to the asset itself, and that is exactly what we sell.
What we built
We're not trying to out-catalog anyone; Wirestock and friends already won that race. Partners and creators send assets through our minting API instead. We check the capture, fingerprint the camera sensor, sign the license chain, anchor it on IPFS. The proof travels with the file. You never have to take our word for anything.
Labs buy through the same rail. An agent calls our MCP server, gets a quote in seconds, pays, and downloads a bundle where every image carries its own signed manifest.
And what labs buy is inventory, not another copy of the scraped web. The published internet is fungible — every vendor resells the same photos. Most assets moving through our rail were never published anywhere online. Unseen, and documented: that is the part nobody else can sell.
$ estimate_training_set { type: "image", quantity: 20, keyword: "surfing" }
quote 3335b6e3 · 8 assets matched · $0.50/asset · total $4.00 · expires 1h
sample manifest:
asset:bafybeiaygcyu5s6… → license: kelp-training ✓
asset:bafybeic3z6mhrp3… → license: kelp-training ✓
$ # every asset: signed manifest + SEAL record, verifiable without us
$ confirm_training_set { jobQuoteId: "3335b6e3…" }
job queued → bundle.tar.gz · LICENSE.md + manifest.json + per-asset proofsUnit economics
hosting
<0.1%of list price
we host everything. Storage is a rounding error even with a big catalog.
mint
fractions of a cent/asset · once
plain CPUs do the fingerprinting. No GPUs.
list price
$0.50/asset
live quote, settled via Stripe Checkout
Hosting is on us. Storage cost grows in step with revenue, not ahead of it. The valuable thing we make is the proof, and only we can mint it.
Why now
Getty lost most of its UK case against Stability. But the judgment turned on what Stability couldn't document about its own training runs. Paperwork decides these cases.
EU AI Act Article 50 went into force. Training on data you can't document now has a compliance price attached.
Stability is in front of a jury. Runway and Luma picked up new complaints this year. Disney, Warner Bros. Discovery, and NBCUniversal sued MiniMax, which had to disclose the suit in its Hong Kong IPO filing.
The public web is used up. Labs have scraped everything the internet ever published — and 80%+ of the world's ~13.6 trillion photos were never online. New supply now comes from private archives, and someone has to verify it. That is the rail.
However the verdicts land, per-asset provenance becomes either a defense exhibit or a settlement ledger. That budget already exists — today it pays lawyers to reconstruct what the data was.
working today
next
The conversation
We're raising against a working product, not a roadmap. The rail is live. The money goes into opening the quote API, onboarding the first data partners, and pushing creator supply while the lawsuits are still in the news.
Figures on this page are verifiable: market events are public record; the quote above is a real run against the live system.