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Platforms & Accelerators

The test data obfuscation
tool that keeps data real.

Enigma is PinnacleQM's test data obfuscation tool and AI platform for data migration. It protects personal and sensitive data while keeping it realistic and connected, at production volume.

Warning icon over exposed customer records in a test system
Obfuscated records still linked across systems

30+years of international
IT experience

The challenge

Real data is risky.
Fake data misleads.

Testing with copies of production data exposes personal information and breaches privacy obligations. Simple masking breaks relationships between records, hand-made data misses the conditions that cause real defects, and privacy teams rightly refuse to approve either approach.

Enigma identifies and replaces personal and sensitive data, including in free-text fields, while keeping referential integrity. It scales data to production volumes and supports migration, so offshore and partner teams can use realistic data safely.

Benefits

Privacy and
realism together.

Enigma lets teams test with data that behaves like production without exposing anyone. It suits regulated industries such as health and finance.

Woman reviewing printed records beside computer monitors
$200m programme Millions of records a day.

Obfuscated to prove privacy compliance.

  • Smart obfuscation

    Personal data is replaced intelligently rather than blanked, so data still looks and behaves realistically.

  • Free-text detection

    AI finds personal information hidden in comments, notes and nicknames, so hidden identifiers are removed too.

  • Referential integrity

    Records stay connected across tables and systems after obfuscation, so tests behave as they would in production.

  • Production scale

    Data sets scale for performance, migration and regression testing, so volumes reflect real production demand accurately.

  • Standards support

    Enigma is configurable for international industry data standards, so data formats follow your sector's conventions exactly.

  • Safe for partners

    Offshore and partner teams test realistically within privacy law, and never see real personal data.

How we can help

What Enigma
does.

Capabilities for protecting, scaling and migrating data.

Sensitive data discovery

Enigma identifies personal and sensitive data across structured fields and free-form text, including nicknames and embedded identifiers, producing an inventory that data owners can review, confirm and use to set obfuscation rules.

  • Structured field discovery
  • Free-text PII detection
  • Nickname replacement
Analyst reviewing data tables on a desktop monitor
Personal data identified across tables

Smart obfuscation

Data is obfuscated with referential integrity maintained across its life, so tests behave as they would in production and obfuscated values stay consistent every time data is refreshed for a new cycle.

  • Referential integrity
  • Consistent across systems
  • Maintained over time
Security specialist working across two monitors in an office
Obfuscated records with links preserved

Data scaling

Enigma scales production data sets for performance and scalability testing, so volumes are realistic, scalability limits are found early and real records are never copied just to add volume to a test.

  • Production-volume data
  • Performance test data
  • Scalability testing
Engineers running performance checks in a data center
Data set growing to production volume

Realistic data fabrication

Enigma can fabricate realistic data at production volumes for development, testing and training environments, so teams get realistic, well-structured data without any production source or privacy risk for every environment.

  • Synthetic data at volume
  • Development and training use
  • Realistic conditions
Developers discussing code shown on multiple screens
Realistic synthetic records generated

Data migration

Enigma supports end-to-end data migration and data management, reconciling source and target data so business owners have retained evidence that nothing was lost and cut-over risk falls before go-live and cut-over.

  • End-to-end migration
  • Reconciliation checks
  • Data management
Two colleagues comparing data on a monitor
Source and target data compared

Safe data sharing

Obfuscated data lets offshore and partner teams work with realistic data from day one, without breaching privacy laws or data residency requirements, so distributed delivery can start without lengthy data approvals.

  • Offshore-safe data
  • Partner access
  • Privacy compliance
Team meeting remote colleagues on a large video call
Offshore team using protected data
Our approach

From exposed data
to safe data.

A practical sequence that protects data first, then makes it useful: realistic, connected and available at the volumes each test cycle needs.

Team talking together in a bright open-plan office
Enigma Real data.
Zero exposure.
  1. Assess

    Map data sources, sensitive fields and privacy and residency obligations, and document them.

  2. Configure

    Set obfuscation rules, integrity keys and industry data standards, reviewed with data owners.

  3. Protect

    Obfuscate data and verify no personal information remains, recording the verification for audit.

  4. Scale

    Scale or fabricate data to the volumes each test cycle and purpose needs.

  5. Refresh

    Automate refreshes so protected data stays current, consistent and safe over time.

PinnacleQM client outcomes

Test data results
our clients can measure.

Healthcare team reviewing patient data on a laptop
Healthcare / Test data

Five million patient transactions a day, safely tested

HealthTest obfuscated production records, created full test condition variations and tested more than 5 million transactions per day, without exposing any patient information along the way.

Read more
Clinical team reviewing patient data and scans together
Healthcare / Assurance

Seven testers, 24 months sooner, $10M+ saved

A state health integration re-platforming was delivered by 7 testers in 12 months against competitor estimates of 40 to 46 testers over 36 months.

Read more
SAP and HR dashboard on a desktop monitor
Resources / SAP Automation

Tens of thousands of SAP test hours a month, unmanned

A resources company runs SAP and SuccessFactors regression every month with no testers at the keyboard and $0 additional cost.

Read more
Voice of the customer

In the words
of our customers.

We integrated Pinnacle’s teams and solutions into our capability. Services and solutions engaged within project delivery, business acceptance, patching and upgrades. We automate much more, with minimal backlogs as we automate within sprints. Business user satisfaction has never been higher.
Chief Technology Officer Enterprise systems client
Pinnacle now supports our SAP S/4HANA projects, integrations, maintenance and patching changes, reusing automation for scaled data obfuscation for offshore development teams and automating business processes. Great collaboration. I cannot imagine doing this without them.
SAP Programme Director SAP S/4HANA programme
We use Pinnacle’s services and automation platform for all our test and automation demands. Virtual worker bot groups replace each business team’s need to support changes. A small Pinnacle offshore team manages a massive library of tens of thousands of automated transactions. This is a massive saving and value to our company. We love this collaborative way of working.
Vice President, HR Services Enterprise client
After working with Pinnacle on client projects, we now involve them in business projects and maintenance too. Projects run smoother, with realism and optimisation in schedules. We deliver more reliably and achieve greater customer success. They set a high bar for communication, pace and quality.
Delivery Executive Software company
Pinnacle has helped ensure our customers are on latest versions and manage impacts to client systems. A valued partner in delivering upgrades and integrations, their automation frameworks work well with our platforms.
Executive Software company
We struggled to meet growing demands using traditional tools. With Pinnacle, we adopted several of their SaaS automation platforms. Now we have an army of virtual bots running any time, and we are not struggling to maintain script libraries anymore.
Product Development Lead Cloud ERP provider
Talk to an Enigma specialist

Use realistic data
without the privacy risk.

Tell us about your systems, data sensitivity and testing needs. We will show how Enigma could protect and scale your test data, and satisfy your privacy and residency obligations.

Mention your systems, data types and privacy obligations.