AI DATASETS

Buy the real world and custom AI Training Datasets

Bespoke training data from real people across 190+ countries. Real-world or studio, collected to your spec.

190+ countries5M+ contributor network7 modalitiescurated sprints in dayszero-party AI datasets by Rwazi
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DATASET TYPES

Eight data types, collected your requirements

Audio & SpeechFlagship

Speech for ASR and voice AI across languages, accents, and noise levels.

190+ countries · 100+ languages · Real-world or studio
Explore audio
Video

Egocentric, real-world clips of everyday and skilled tasks, filmed anywhere people can legally film.

190+ countries · Egocentric or fixed · Real-world capture
Explore video
Image

Real shelves, products, documents, faces, and street scenes, cluttered or clean.

190+ countries · JPEG / PNG · Real-world or studio
Explore image
Text

Native writing across 100+ languages, structured records or free-form.

100+ languages · 190+ countries · Native + translated
Explore text
Mobile Sensor

GPS and foot traffic at scale, with sensor metadata attached.

190+ countries · GPS + metadata · On-device capture
Explore sensor
Multimodal

Two or more signals captured together and delivered as a linked set.

190+ countries · 100+ languages · Paired & aligned
Explore multimodal
Consumer Data

What people buy, where they buy it, and what surrounds the purchase.

190+ countries · 5M+ network · Zero-party
Explore consumer data
Retail Shelf

Real store shelves for planogram, out-of-stock, product recognition, and share of shelf.

190+ countries · Real stores · Planogram & SKU labels
Explore retail shelf
WHAT WE SELL

Bespoke AI datasets, collected to your specification

Rwazi provides bespoke AI datasets to your spec, real-world or studio, across 190+ countries. You bring the requirement; we collect it fresh for each use case.

  • Collected on demand to your spec, per use case.
  • Raw files or lightly structured, your choice.
  • Built for production reliability
  • Set up for a clean handoff into your pipeline.
See the sample types
THE REAL WORLD

Models trained on clean data meet a messy world

Synthetic data slips on real noise, accents, and clutter. Rwazi collects from real people in real settings, so your model holds up, with studio-grade capture when you need control.

Internet, synthetic, or studio data

Trained on internet, synthetic, or studio data. Looks right in the demo. Slips in production.

Real-world data from Rwazi

Trained on real-world data from Rwazi. Built for the conditions your users bring.

HOW IT WORKS

From your spec to your cloud, in four steps

01 · Define requirements

We map the model going to production, the modality, the volume, and your pass-or-reject criteria.

02 · Collection

Real-world capture and/or studio-grade, built to your spec across any acquisition channel.

03 · Quality control

A specialized QC team validates and stress-tests every file against your parameters, with human-in-the-loop review, and reports acceptance before delivery.

04 · Delivery

Files land in your ecosystem via S3, Azure Blob Storage, GCS, or SFTP.

Run it as a one-off project or a recurring refresh, weekly or monthly. Curated sprints can deliver in days.

DELIVERY

Types of dataset delivery

Choose raw or structured

Raw

Bulk files captured on phones, your format and naming, delivered straight to your cloud.

Structured

QC'd and named, format to spec, demographic metadata attached, ready for your pipeline.

Metadata fieldsAge, gender, location, and geotag on every file; richer fields like environment and noise level on request.
WHY RWAZI

Why teams collect with Rwazi

Built in

Demographic metadata, built in

Every file is tagged with age, gender, and location, so a clip carries context like "recorded by a French woman, age 32." Richer fields are captured on demand.

5+ Years of Global Presence

Rwazi has built bespoke real-world data for enterprise and Fortune 500 teams across 190+ countries for the last five years.

Reach on demand

Our 5M+ contributor network reaches across 190+ countries, including places a single team rarely reaches. Train a market's model on data captured in that market, gathered on the ground.

Zero-party, collected by Rwazi

Real contributors capture it directly under explicit consent, it stays Rwazi-owned, and it comes to you ready to use.

Quality assurance

Every file is validated against your pass-or-reject spec before it ships.

Exclusive and licensed

Choose from a range of exclusive, licensed datasets tailored to you.

COMPARISON

How does Rwazi compare?

Recommended
Rwazi
Option 1Option 2Option 3
Real-world dataPhysical-world across 190+ countriesDigital-firstLimited physicalInconsistent
Mobile-native5M mobile devicesDesktop focusLimitedWeb-based
Geographic coverage190+ countriesUS/Europe biasLimited coverage70 countries
Data modalitiesAudio, video, image, GPS, sensorImages/textAudio/textBasic tasks
Pricing transparencyTransparent tiersOpaque ($93K)ComplexTransparent tiers
QualityMulti-tier validation98%+ (claims)VariableLow pay risk
ComplianceGDPR ready, SOC 2 in progressFedRAMP, SOC 2SOC 2, ISO 27001Limited
USE CASES

Built for the models teams are shipping now

Voice AI & ASR

Real speech across tones, accents, and languages, in background noise, to train ASR and voice models for translation and customer support.

Robotics & embodied AI

Egocentric video from a head-mounted camera capturing everyday and skilled tasks, to train robots on real work.

Autonomous & consumer electronics

Images and videos of home environments, obstructions, stairs, pets, surfaces, and house types across regions to train devices such as autonomous vacuums.

LLM & document AI

Document understanding, AI-versus-human detection, and legal-contract training, drawing on multimodal extraction from hard and soft copy.

Vision & detection

Real-world images for product, scene, and object recognition models.

Health AI

A recurring monthly refresh keeps medical models current as conditions change.

QUALITY & TRUST

Quality you set, checked before it ships

You write the pass-or-reject criteria. Every file is reviewed by people, checked against them, and reported as accepted before it reaches you. Each file carries its provenance and was collected under explicit consent.

Multi-stage QC, human-in-the-loop
Full provenance on every file
Explicit consent, Rwazi-owned data
Compliance shown when verified

Tell us your scope or book a live demo with us

++++

Contact The Rwazi AI Datasets Team

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FAQ

Questions teams ask before they buy

What is an AI dataset?+

An AI dataset is the audio, video, image, text, or sensor data a model learns from. Rwazi collects it to your specifications across 190+ countries, in real-world or studio-grade conditions, so the model performs under the conditions it will encounter in production.

Where can I buy human-labeled datasets for AI models?+

Tell us the model and the data you need; Rwazi scopes a bespoke dataset, collected to spec with quality control and demographic metadata, then licensed or owned outright.

How do you create a dataset for AI training?+

We work on the spec, collect it from real people across 190+ countries, run human-in-the-loop QC against your pass-or-reject criteria, then ship it to your cloud.

What formats and delivery do you support?+

Common formats such as MP3, WAV, MP4, JPEG, and PNG are delivered to your ecosystem via S3, Azure Blob Storage, GCS, or SFTP.

How does Rwazi handle consent and ownership?+

Every contributor collects with explicit consent, sourced through Rwazi. All data is Rwazi-owned, and what we hand over is yours to use, with provenance on every file.

Does Rwazi offer model training?+

Rwazi provides the datasets that power your training. The training itself stays with your team.

What are the best datasets for training generative AI models?+

Strong training data matches the real conditions your model will face. Rwazi collects bespoke audio, video, image, text, sensor, and multimodal data to your spec, from real people across 190+ countries, rather than reusing what already exists.

What are datasets in AI?+

Datasets in AI are the collections of real examples, audio, video, image, text, or sensor, that a model trains on. Rwazi builds them to your spec across 190+ countries.

What languages, countries, and volumes do you cover?+

We collect across 190+ countries and any language spoken where people have smartphones, with English, French, Spanish, Chinese, and Hindi among the most widely available. Volume is scoped to your use case.

How is it priced?+

We quote per project. The drivers are modality, volume, exclusive versus licensed, and any add-ons. Send your requirement and we will price it.

How does this compare to synthetic or off-the-shelf data?+

Synthetic and studio data shine in ideal conditions and drift in production, and an off-the-shelf library only gives you what already exists. Rwazi collects to your spec, matching the real-world conditions and regions your model will serve.