hannu is in private pilot with design partners. Read our approach to trust →

Solutions

Ground truth your models can stand on — collected, consented and traceable.

100%of every batch is escrow-backed before a single datapoint is collected
₦0held by hannu — licensed partners hold the money, we keep the record
1 zonelive today — Lagos, Nigeria, expanding as the gates hold

You train on data you cannot trace — and cannot defend when it counts.

Scraped and synthetic data comes with no record of who collected it, whether anyone consented, or whether the rights were ever cleared — and it drifts further from reality with every model that leans on it. When a model audit or a licensing negotiation asks where a label came from, "a crowd platform, somewhere" is not an answer.

The same anonymous account can label your set twice, and a Nigerian language can come back wrong from someone who never spoke it. What closes the gap is real, rights-cleared ground truth collected by trained, verified people — every datapoint carrying who collected it, when, where, and the consent behind it.

One lifecycle, funded to signed. Fund it once — the platform runs every step and hands back one signed report.

₦ held

Define & fund

Set the data you need — the languages, the labels, the proof each datapoint must carry — and fund it once. The money locks in escrow before any collection starts.
Wallet & escrow
NEW TASKVerify merchant addressYaba, LagosReward₦12,500Post & fundFunds move to escrow firstESCROW₦12,500heldbefore work

The checks you can run. Each one honestly stated — Live, Pilot or Gated, never claiming more than it delivers.

Local-language audio, images and labels Rights-cleared audio, images and on-the-ground labels in Nigerian languages, collected by people who actually speak them — each datapoint tagged with who, when, where, and consent.

Human labels and evaluation sets Training and evaluation labels scored inside every batch by seeded known-answer checks, so quality is measured on the way in — not discovered after you have trained on it.

Curated datasets, provenance intact A packaged, rights-cleared dataset delivered as one signed record with full consent lineage — running in pilot with early data partners.

Put ground truth under your models.

Real, rights-cleared African data — collected by trained, verified people and returned as one signed record you can trace.