The test data landscape has shifted
Growing enterprise complexity, compliance and regulatory changes, and advancements in AI are all critical factors of the modern test data landscape. For organisations to keep up with the pace of change, they must be equipped with test data management solutions that can overcome these new challenges.
Complex application landscapes
Organisations are reaching hundreds to thousands of applications and systems (legacy, ERP, SaaS, NoSQL), creating silos and making it harder to monitor and govern their application landscape.
Reactive test data management teams
Teams are stuck firefighting, lacking the time and tools to deliver high-value solutions and the ability to proactively plan for future project or data needs.
Exponential data growth
Enterprises manage billions of rows of data, overwhelming traditional test data practices, that cannot support or process within a reasonable time frame.
Compliance and risk mitigation
Regulations like GDPR and the AI Act require stringent governance, and without robust, automated compliance practices in place, organisations may fall behind, increasing their risk of breaches.
Tightened budgets, heightened expectations
Enterprises must deliver higher ROI with leaner teams and budgets. Without successful AI adoption, inefficiencies persist, delaying test data workflows and increasing costs.
Adoption of AI
AI initiatives demand clean, unified and compliant data streams, but enterprises struggle with preparation and integration across multiple systems and formats.
Modern demands require modern test data practices
In a fast-paced, AI-driven software world, efficient, compliant, and unified test data is no longer optional.
Robust, agile and automated processes are now a necessity in modern test data environments, for enterprises to keep pace with competitors, meet regulatory standards, and protect their reputation.
The teams feeling this most are test data, compliance and AI. They are usually solving the same data problem three times over, each with their own tools and their own version of the truth.
One data layer, three pillars
Three teams depend on the same data. Curiosity gives each of them what they need without building three separate versions of the truth.
Enterprise TDM
Give development and testing accurate, high quality data quickly. Find, make, mask, subset and clone the right data from one platform, with every dataset linked to the requirements and tests it supports.
Compliance and Governance
Know what your data contains, how sensitive it is and where it flows. Continuous monitoring and an enterprise dictionary of every data structure give you a trusted view you can put in front of an auditor.
AI Delivery
Bring AI into the development chain with control, and train it on data you completely understand. High quality, compliant training data comes from the same layer your teams already trust.
Enterprise TDM
The right data, without the wait
Data provisioning in most enterprises is fragmented and slow. Teams move between separate tools to find, allocate, make, mask, clone and create data, then wait for a full refresh that overwrites the test data they had carefully built.
Curiosity replaces that with one platform. Teams ask for exactly the data they need and receive a small, accurate, compliant set on demand, built through subsetting, masking and synthetic generation working together across every system at once.
Because data is linked to your requirements and tests, you can see which data each test needs and what breaks when a requirement changes. The problem was never the test tool, it was the data.
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Compliance and Governance
You can't govern what you can't see
Knowing where your databases are is not the same as knowing what is inside them. Sensitive data hides in free text fields, in badly named columns and in copies nobody remembers making.
Curiosity scans the actual content of your data, not just the column names, and keeps scanning as it changes. The result is an enterprise dictionary of every data structure: a trusted view of what your data means, how sensitive it is and where it flows between systems.
That understanding is what turns compliance from a claim into something you can prove. Masking is applied consistently across every system and environment, so relationships hold, integration tests keep working and the evidence is ready when an auditor asks.
AI Delivery
AI is only as good as the data you give it
AI is arriving in two places at once. It is speeding up the development chain, from requirements through to tests and data, and it is being trained on enterprise data to power new products and decisions.
Both depend on data you can trust. Curiosity uses AI to accelerate requirements, test generation and data delivery while keeping the output controlled, repeatable and traceable back to a model your teams have agreed on.
For training, the rule is simple: only give an AI data you completely understand. Curiosity delivers high quality, compliant training data, whether masked, subsetted or fully synthetic, from the same data layer your testing and compliance teams already rely on.
Seamless, secure, smarter test data management
At Curiosity, our AI-driven test data platform has set the global standard for test data management. Our AI-powered approach is built to simplify complexity, enable seamless operations, mitigate risks, and prepare your data for AI adoption.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Requirements Design
Design logic visually instead of in prose. Turn written requirements into executable BPMN models that everyone agrees on from day one, so everything downstream becomes faster and more accurate.
Test Generation
Stop writing test cases by hand. Generate high coverage test suites directly from your requirements models, and regenerate them in minutes when requirements change instead of spending days on manual rework.
Data Masking
Mask billions of rows with deterministic consistency, so your test data stays compliant, secure and logically valid across every system and environment.
Smart Delivery
Provision secure test environments on demand with exactly the data your teams need. Subsetting, environment provisioning and compliance governance work together automatically, so teams get fresh, compliant data straight away instead of waiting for a full refresh.
Curiosity’s AI-powered test data management platform
Uncover smarter test data, with Curiosity’s all-in-one, AI-accelerated platform. Offering integrated, secure, and intuitive tools to simplify complex application landscapes and overcome test data management challenges.
Simplify your application landscape
Build a complete picture of your application landscape, bringing thousands of data sources into a single view, fostering effective test data management strategies.
Deliver trusted data, every time
Take advantage of advanced masking and data generation capabilities to deliver compliant and secure data to your teams, whenever and wherever they need it.
Adopt artificial intelligence with confidence
Seamlessly join together diverse, compliant data, and gain clarity on your data structures, to help your organisation confidently adopt AI.
Achieve a new standard of test data
Move from reactive slow test data delivery, to advanced, AI-powered insights, actions, and delivery. Test data has never been easier.
Your next step to better test data management
Read a resource, or speak with an expert, to discover how you can transform your enterprise test data management.
Your complete solution for enterprise test data management
Streamline your data delivery with our AI-powered Enterprise Test Data® platform.
