Brands that trust us
Seven data types, collected to your requirement.
Consumer Data
What people buy, where they buy it, and what surrounds the purchase.
Bespoke consumer data, collected to your spec.
The purchase and consumption signals your model needs, from the markets it serves.
Why demand models fail.
Stale, single-market purchase data trains a model on the wrong demand.
Performs in familiar markets, slips into the categories and regions you are growing into.
Holds up across the markets where your products sell.
What stale consumer data misses.
Rwazi collects every one of these from real consumers, so your model learns real demand before it ships.
Real consumer samples for cases like yours.
A requested pack arrives, with consumer records matched to your category and markets, each carrying demographic metadata and a consistent naming convention, and is dropped into your cloud.
Fact of purchase, across categories and markets.
Gated requestConsumption context, how and when products are used.
Gated requestProducts alongside the rest of the basket.
Gated requestCategory and brand records, scoped to your markets.
Gated requestWhat we capture, to your spec.
Captured your way, continuous or targeted.
We work both ends of the spectrum. You pick the consumer signal your model needs.
Continuous capture
For models that track demand over time. Ongoing purchase and consumption across real markets.
Targeted capture
For a specific question. Defined categories, markets, and windows were collected into a tight brief.
Real consumer data, from 190+ countries.
Most consumer data sits in a few mature markets, so models misjudge demand everywhere else. Rwazi collects purchase and consumption data across 190+ countries from a 5M+ consumer network in the markets where your products actually sell.
- 190+ countries
- 5M+ network
- purchase and consumption
- category and basket
- real consumers
What sets Rwazi Consumer data apart?
Built for the consumer AI you are shipping.
Demand forecasting.
Forecasts lean on stale, single-market data and miss real shifts.
Current purchase and consumption across 190+ countries, to your spec.
Consumer datasets for the signal you are training.
Rwazi builds consumer datasets for machine learning, scoped to the category, 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 purchase is checked before it reaches your model.
You write the pass-or-reject criteria. Each record is reviewed by people, checked against those criteria, and logged with who shared 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 consumer data?+
Records of what real people buy, where, and what surrounds the purchase, covering the fact of purchase, consumption, and the products alongside it. Rwazi collects it to your spec across 190+ countries, with demographic metadata.
What signals do you collect?+
Fact of purchase, consumption context, and the products bought alongside your category, with demographic metadata on every record.
What coverage do you have?+
190+ countries, from a 5M+ consumer network, across the categories you care about.
Does each record include demographics?+
Yes. Age, gender, and location on every record, with richer fields available on request.
How is it priced?+
We quote per project. The drivers are volume, categories, markets, exclusive versus licensed, and metadata depth. Send your brief and we will price it.
How does this compare to modeled or single-market data?+
Modeled data infers demand and misses real markets. Rwazi collects real purchases directly, to your spec, owned at the source.
What is CPG data?+
Records of what people buy and use across consumer-packaged-goods categories, used to train and ground demand, category, and pricing models. Rwazi collects it to your spec from real consumers, with demographic metadata.
How current is the data?+
Collected on demand, so you receive data current to the categories, markets, and window you specify.
Is it zero-party?+
Yes. It is shared directly by real consumers under explicit consent, sourced straight from Rwazi.
What formats and delivery do you support?+
JSON and CSV, delivered to your S3, Azure Blob, GCS, or SFTP.
How do you handle consent and privacy?+
Every consumer shares with explicit consent, sourced through Rwazi, and provenance travels with each record.
Where can I buy real-world consumer purchase data?+
Tell us the categories and markets you need, and Rwazi scopes a bespoke consumer dataset, collected to spec and licensed or owned outright.