You're not the audience — you're the ecosystem

BIRHA.ai exists because autonomy still breaks where data is thin: monsoon spray, informal lanes, two-wheelers weaving through gaps. That stress test needs thousands of people who already drive those roads every day. When you contribute, you're co-building the data layer enterprises will pay for — and you share in the upside.

Why contributors matter

Partners buy truth from the field, not synthetic sameness. Your uploads and labels close the gap between demo videos and deployed fleets.

You earn from chaos

Clean datasets are cheap to fake; messy roads are not. Captures from real congestion, weather, and mixed traffic command higher value because they actually move model robustness.

You shape what gets built

Every clip and label nudges the ecosystem toward models that brake for cows, scooters, and surprise lane cuts — not only for California cul-de-sacs.

Transparent workflows

Upload from the BIRHA.ai app, track approvals, and see how your data feeds partner fleets and research programs. No black-box middlemen.

Labeling = upside

Optional high-value labeling tasks pay more when you follow guided rubrics. Improve datasets and your own payout tier over time.

Safety & consent first

We focus on road scenes and metadata — not identities. You control what you share; we publish clear retention and partner-use policies.

Early contributor advantages

Waitlist members get first access to new capture modes, bonus campaigns, and regional leaderboards as we open more cities.

What "aligned with our vision" means

We prioritize unstructured, real-world road video and related metadata: edge cases, rare interactions, adverse lighting, and region-specific behavior. Dashcam and phone captures are welcome; staged or synthetic-only submissions aren't a fit for this waitlist. If you operate a fleet, tell us about volume and anonymization — we'll design a safe ingestion path together.

Ready? Tell us how you want to participate below. If you're browsing on desktop, you can also read about the BIRHA.ai app first.

Share how you'll contribute

The more we know about your capture context and volume, the faster we can match you to high-value tasks and fair payouts.

Data you can share