Sparsedrone data you can legally train on

You already fly. We need the paperwork to be worth something.

Sparse is assembling a network of licensed drone operators who capture aerial imagery under a licence that is actually clean — so it can lawfully be used to train machine-learning models.

Why this is not another pilot marketplace

Marketplaces sell your flight hours. The imagery goes to one client, once, and the rights are usually vague enough that nobody can build on it afterwards. That model is seven years old and it has never produced an asset.

The flight is the cheap part. The valuable part is a signed chain — this airframe, this operator, this credential, this consent, this licence — attached to the file and verifiable by whoever eventually wants to train on it.

We went and checked how bad it is. Of 54 public aerial datasets we audited by opening the actual licence, 14 are cleanly usable in a commercial model. Seventeen are outright blocked, eleven have no determinable licence at all, seven are contaminated by their upstream source, four carry share-alike risk that infects whatever you build, and one is gated. Every verdict has a licence URL you can open and check.

Being straight with you: we are early. We are building the supply network and the rights layer first, deliberately, because that is the part nobody can copy quickly. Joining now means a say in how this works and your name on the record from the beginning, rather than immediate income.

What we are asking

What you get

Who qualifies

Register

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