Brands that trust us
Seven data types, collected to your requirement.
Image
Real shelves, products, documents, faces, and street scenes, cluttered or clean.
Bespoke images, built to your spec.
The images your model needs, in the conditions it will see.
Why vision models fail.
Stock and synthetic images train a model that slips on real shelves, real lighting, and real clutter.
Looks sharp on clean stock, slips on real clutter, lighting, and local variety.
Holds up where your model will actually look.
What stock and synthetic images miss.
Rwazi captures every one of these conditions in real stores, streets, and homes, so your model trains on them before it ever ships.
Real image samples for cases like yours.
A requested pack arrives, with images matched to your task and conditions. Each carrying demographic metadata and a consistent naming convention, and is dropped into your cloud.
Retail shelves and products, shot in real stores.
Gated requestDocuments and forms for OCR and extraction.
Gated requestFaces and people, with consent and demographic metadata.
Gated requestStreet scenes and objects, real-world or neutral.
Gated requestWhat we capture, to your spec.
Shot your way, in real conditions or neutral.
We work both ends of the spectrum. You pick the conditions your model needs.
Real-world capture
For models that must hold up in production. Natural clutter, lighting, and local variety, shot where your users actually are.
Neutral capture
For models that need precision. A clean white background and controlled framing, shot to a tight brief.
Real-world images, from 190+ countries.
Most image sets come from a few mature markets, so models lose accuracy the moment they ship to a new one. Rwazi captures real-world image datasets across 190+ countries, shot by local people in their own stores, streets, and homes.
- 190+ countries
- real-world or neutral
- objects, scenes, and documents
- local products and signage
- indoor and outdoor
What sets Rwazi image data apart?
Built for the computer vision you are shipping.
Object detection and recognition.
Detection drifts on real clutter, occlusion, and lighting.
Real-world images of objects in their natural settings, labeled on request.
Image datasets for the task you are training.
Rwazi builds image datasets for machine learning, scoped to the task, including:
From your spec to your cloud, in four steps.
Run it as a one-off project or a recurring refresh, weekly or monthly.
How Rwazi compares to other providers.
The same data, captured in the physical world. Here is how that stacks up against the alternatives.
Rwazi plays in physical-world-first AI.
5 million mobile users collecting authentic data from real environments in 190+ countries. Making your models more competitive with real life data.
Every image earns its place in your dataset.
You write the pass-or-reject criteria. Each image is reviewed by people, checked against those criteria, and logged with where it came from: who shot it, in which location, and when. We report what passed before the dataset reaches you.
Tell us your scope or book a live demo with us.
Contact The Rwazi AI Datasets Team
Book A Live Demo
Questions teams ask before they buy.
What is a computer vision dataset?+
A set of real images used as image training data for vision models, from object detection and recognition to OCR. Rwazi captures it to your spec across 190+ countries, in real-world or neutral formats.
How do you create a training dataset for object detection?+
Start with the objects, settings, and conditions your model must handle, then shoot real images to that brief across 190+ countries and add bounding boxes and labels. Rwazi builds the set to your pass-or-reject spec and delivers it ready to train.
Does it include labeling?+
The images are the deliverables. Bounding boxes, labels, segmentation, and OCR annotations can be added as paid layers.
How is it priced?+
We quote per project. The drivers are volume, subjects, conditions, exclusive versus licensed, and any labeling add-ons. Send your brief, and we will price it.
How does this compare to stock or synthetic images?+
Stock and synthetic images look sharp on clean inputs and slip in production. Rwazi shoots the real conditions your model will meet.
Where can I buy real-world image datasets?+
Tell us the model and the images it needs, and Rwazi scopes a bespoke image dataset, shot to spec and licensed or owned outright.
What image types can you collect?+
Shelves, products, rooms, documents, faces, and street scenes, shot in real conditions or on a neutral background.
What resolution and formats do you deliver?+
Resolution and device to your spec, delivered as JPEG or PNG to your S3, Azure Blob, GCS, or SFTP.
How fast can you deliver?+
Smaller curated sets can land within days; larger or recurring builds run over weeks. Choose a one-off build or a weekly or monthly top-up.
How do you handle consent and ownership?+
Every contributor shoots with explicit consent, sourced through Rwazi. You license the set or take it outright, and provenance travels with each image.
What does a delivery look like?+
A QC'd set in the format you choose, named to a consistent convention, with age, gender, and location tagged per file, dropped into your cloud.