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Why AI Models Fail

Your AI Was Trained on the
Internet. The Real World
Doesn't Look Like That.

Most AI models train on digital-first data - web-scraped images, synthetic audio, studio video, database coordinates.

The problem?

Real-world deployment looks nothing like this.

Your model fails when it encounters:

Car traffic in Los Angeles vs. Hong Kong
Ground level data in Stockholm vs. Tokyo
Code-switching between languages
Poor lighting and cluttered spaces
Cultural variations in behavior and object usage

Types of Datasets

Rwazi provides AI Datasets based
on the Real World.

What We Collect:

Audio
Native speakers in 100+ languages and 195+ countries, real accents/dialects, environmental noise, edge cases
Video
Real environments, natural lighting, human behavior in authentic contexts
Computer Vision
product variations, real rooms, real fridges, real clutter, diverse lighting
GPS
Real movement patterns, traffic, urban/rural diversity
Sensor Data
Accelerometer, gyroscope, magnetometer, ambient light, proximity, LiDAR, Proximity Sensor, Ambient Light Sensor, Barometer, Radio (Cellular, Wi-Fi and Bluetooth)
Broad Range of Digital Devices
Mobile phones, drones, smart glasses, wearables we deploy whatever captures your reality best.

Market Signals

Rwazi provides AI Datasets based
on the Real World.

What We Collect

Audio
Native speakers in 100+ languages and 195+ countries, real accents/dialects, environmental noise, edge cases
Video
Real environments, natural lighting, human behavior in authentic contexts
Computer Vision
product variations, real rooms, real fridges, real clutter, diverse lighting
GPS
Real movement patterns, traffic, urban/rural diversity
Sensor Data
Accelerometer, gyroscope, magnetometer, ambient light, proximity, LiDAR, Proximity Sensor, Ambient Light Sensor, Barometer, Radio (Cellular, Wi-Fi and Bluetooth)
Broad Range of Digital Devices
Mobile phones, drones, smart glasses, wearables we deploy whatever captures your reality best.

5M Mobile Devices

Why Mobile-First Matters

Device diversity

(flagship to budget phones)

Real environments

(cafes, streets, homes, factories)

Global scale, local authenticity

(195 countries, cultural content)

Internet/Synthetic Data

Sterile empty streets, controlled studio shots, artificial perfection, zero real-world chaos

Real World

Messy lighting, varied angles, background noise, authentic environments. Chaotic crowds, real mess, actual life

Industry Use

AI Datasets
Use Cases

Embodied AI & Robotics

- Navigate real-world chaos - humanoid robots, delivery bots, warehouse automation, agricultural robots. Data from 195 countries showing how humans move and organize spaces.

Autonomous Vehicles

- Drive beyond urban highways - chaotic traffic patterns, pedestrian behavior, weather variations from real driving conditions globally.

Retail & E-Commerce

- See shelves as they actually are - poor lighting, clutter, packaging variations across 195 countries. Shelf monitoring that works everywhere.

Voice AI

- Understand humans globally - 100+ languages, real accents, code-switching, background noise from authentic environments.

Healthcare AI

- Serve diverse scenarios - medication packaging photos, medical terminology audio, clinical environment photos, health instruction transcription.

Smart Cities & IoT

- Work in real urban environments - traffic in unorganized systems, informal settlements, cultural differences in space usage

AR/VR & Spatial Computing

- Understand real spaces - home layouts across cultures, lighting variations, furniture density globall

Get Your Custom Datasets Now
Get Your Custom Datasets Now

4 Layers

How It Works

Define Requirements

Use case, modalities, geographies, volume. Quote in 48 hours.

Mobile Collection

2M+ contributor network, real-time validation, multi-tier QA.

Annotation

Domain experts, custom schemas, human-in-the-loop validation.

Delivery

Cloud delivery (S3/GCS/Azure), full provenance docs.

4 Steps

How It Works

Define Requirements

Use case, modalities, geographies, volume. Quote in 48 hours.

Mobile Collection

5M contributor network, real-time validation, multi-tier QA.

Annotation

Domain experts, custom schemas, human-in-the-loop validation.

Delivery

Cloud delivery (S3/GCS/Azure), full provenance docs.

4 Layers

How It Works

Define Requirements

Use case, modalities, geographies, volume. Quote in 48 hours.

Mobile Collection

2M+ contributor network, real-time validation, multi-tier QA.

Annotation

Domain experts, custom schemas, human-in-the-loop validation.

Delivery

Cloud delivery (S3/GCS/Azure), full provenance docs.

Why Us?

How Rwazi Compares to
Scale AI, Appen, and Clickworker

Real-world data
Mobile-native
Geographic coverage
Data modalities
Pricing transparency
Quality
Compliance
Rwazi
Physical-world across 195 countries
2M+ mobile devices
195 countries
Audio, video, image, GPS, sensor
Transparent tiers
Multi-tier validation
GDPR ready, SOC 2 in progress
Scale AI
Digital-first
Desktop focus
US/Europe bias
Images/text
Opaque ($93K)
98%+ (claims)
FedRAMP, SOC 2
Appen
Limited physical
Limited
Limited coverage
Audio/text
Complex
Variable
SOC 2, ISO 27001
Clickworker
Inconsistent
Web-based
70 countries
Basic tasks
Transparent tiers
Low pay risk
Limited
Scale AI plays in digital-first AI - screens, internet data, synthetic generators.

Why Us?

How Rwazi Compares to
Other Providers

Real-world data
Mobile-native
Geographic coverage
Data modalities
Pricing transparency
Quality
Compliance
Rwazi
Physical-world across 195 countries
5M mobile devices
195 countries
Audio, video, image, GPS, sensor
Transparent tiers
Multi-tier validation
GDPR ready, SOC 2 in progress
Option 1
Digital-first
Desktop focus
US/Europe bias
Images/text
Opaque ($93K)
98%+ (claims)
FedRAMP, SOC 2
Option 2
Limited physical
Limited
Limited coverage
Audio/text
Complex
Variable
SOC 2, ISO 27001
Option 3
Inconsistent
Web-based
70 countries
Basic tasks
Transparent tiers
Low pay risk
Limited
Rwazi plays in physical-world-first AI.
5 million mobile users collecting authentic data from real environments in 195 countries. Making your models more competitive with real life data.

Why Us

How Rwazi Compares to
Other Providers

Rwazi

Option 1

Option 2

Option 3

Real-world data

Mobile-native

Geographic coverage

Data modalities

Pricing transparency

Quality

Compliance

Pricing

Our Pricing
Depends On 3 Factors:

Data Complexity
Consumer opinions vs. loT sensor streams
Collection Difficulty
Simple consumer tasks vs. complex regional data collection
Volume Required
100 samples vs. 1M responses
Get Your Quote Now
Get Your Quote Now
Volume discounts available

Datasets Quality

Enterprise-Grade
Quality You Can Trust

Multi-tier validation

(automated + human)

Consensus annotation

(human validated)

Continuous monitoring

(drift detection, feedback loops)

Contact

Ready to connect?

Tell us what you're building. We'll scope the dataset, including modality,
geography, and volume, and get you a quote within 48 hours.

Custom Styles

Contact info

Thank you for your interest to Rwazi. We're excited to hear from you and discuss...

📱

Call Us For Query

(800) 597-5871
📩

Email Anytime

info@rwazi.com
💼

Visit Our Office

Office Address

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Contact info

Thank you for your interest to Rwazi. We're excited to hear from you and discuss...

📱

Call Us For Query

(800) 597-5871
📩

Email Anytime

info@rwazi.com
💼

Visit Our Office

Office Address

Trusted by

You are in a good company

Get a case study
Get a case study

FAQ

Frequently Asked
Questions

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