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

AI labs & data teams

Ground truth your models can stand on.

Your agent — or your data team — commissions real-world data collection, human labels and evaluation data from KYC-verified Operators in Nigeria. Funds escrow first, every submission is verified by AI and people, and the dataset comes back as one signed record.

The problem, plainly.

01

Synthetic wells run dry

Models trained on scraped and synthetic data plateau. Real-world, consented, provenance-clean data is the scarce input — and the hardest to collect at arm’s length.

02

Anonymous crowds, unverifiable labels

Crowd platforms can’t tell you who labeled your data or whether the same person labeled it twice under different accounts. Every Hannu Operator is KYC-verified with a portable reputation.

03

The worker-trust debt is real

AI-work platforms burned Nigerian workers with opaque rejections and stranded payouts. Operators who trust the platform produce better data — our payout and appeal policies are published, not promised.

What you can run on Hannu.

Each use case states its real availability — Live means order it today in the Lagos pilot; Gated means it unlocks per zone as the gate metrics hold.

Field data collection

Live

Structured on-the-ground collection against your schema — locations, prices, signage, conditions — with geotagged proof.

Data labeling

Live

Human labels for training and evaluation sets, quality-gated by hidden gold tasks with known answers.

Translation & transcription

Live

Nigerian-language pairs and audio transcripts — evaluation data that models can’t fake.

Surveys & studies

Live

Real respondents in the field, consented and verified. Multi-site structured studies unlock as a workflow product.

You order it. We run it. One signed record comes back.

01

Define the schema

Post the task from the console or the API — the shape of the data, the proof required, the price. Escrow locks first.

02

Operators collect, verification screens

Matched, verified Operators do the work; GPS, EXIF and content checks plus human review score every submission before you see it.

03

One signed dataset back

Approved data arrives as a single verified deliverable with a recomputable audit trail — pay only for what passes.

“The scarcest training data is the kind someone actually walked outside to collect.”