Powering decisions that win
The brands your competitors are watching
Eight data types, collected to your requirements
Image
Products, documents, faces, and street scenes, cluttered or clean.
Images built to your spec
The images your model needs, shot in real conditions.
Why do vision models fail?
Stock and synthetic images train a model that breaks on real shelves, real lighting, and real clutter.
Looks sharp on clean stock. Breaks on real clutter, lighting, and local variety.
Holds up where your model will actually look.
What do stock and synthetic images miss?
Rwazi captures these conditions in real stores, streets, and homes, so your model trains on them before it ever ships.
What does an image sample look like?
Your pack arrives as images matched to your task and conditions. Every image carries demographic metadata and a consistent naming convention, dropped straight into your cloud.
Retail shelves and products, shot in real stores.
Request accessDocuments and forms for OCR and extraction.
Request accessFaces and people, with consent and demographic metadata.
Request accessStreet scenes and objects, real-world or studio.
Request accessWhat we capture, to your spec
Two ways to shoot your images
We shoot both ways. You pick what fits your model.
Real-world capture
For models that must hold up in production. We shoot natural clutter, lighting, and local variety where your users actually are.
Studio capture
For models that need precision. We shoot to a tight brief on a clean white background with controlled framing.
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 contributors in their own stores, streets, and homes.
- 190+ countries
- real-world or studio
- objects, scenes, and documents
- local products and signage
- indoor and outdoor
What sets Rwazi image data apart?
Built for the vision models you are shipping
Object detection and recognition
Detection breaks 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
We build image datasets for machine learning, scoped to your task.
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
Compare the same data captured in the real world. Here is how that stacks up against the alternatives.
Rwazi collects from the real world.
Our 5M+ consumer network captures data in real environments across 190+ countries.
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 details on where it came from: who shot it, where, 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 studio formats.
What image types can you collect?+
Products, products, rooms, documents, faces, and street scenes, shot in real conditions or on a clean white background.
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.
What resolution and formats do you deliver?+
Resolution and device to your spec, delivered as JPEG or PNG to your S3, Azure Blob Storage, or GCS, or via SFTP.
Does it include labeling?+
The images are the deliverables. Bounding boxes, labels, segmentation, and OCR annotations can be added as paid layers.
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 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 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.
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.
What does a delivery look like?+
Deliver inclues a quality checked set in the format you choose, named to a consistent convention, with age, gender, and location tagged per file, dropped into your cloud.
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.