Insight Data Gen · Product overview

AI-Powered Synthetic Data. Real Formats. Infinite Possibilities

Generate realistic test data for any format — structured databases, documents, and streaming pipelines. Privacy-compliant synthetic data that accelerates development, testing, and data-science workflows.

How it works

From schema to delivered dataset — in four steps

Define your schema, let AI generate realistic data, validate against rules, and ship to wherever consumes it.

Step 1

Define schema

Import or build schemas with business rules, referential integrity, and value constraints.

  • Import from existing DB
  • Business rules + constraints
  • Referential integrity
Step 2

AI generation

Algorithms produce realistic data with statistical accuracy across columns and tables.

  • Statistical accuracy preserved
  • Referential integrity enforced
  • Rare events & edge cases
Step 3

Validate & transform

QA validation and custom business-logic transforms before delivery.

  • Validation rubrics
  • Custom transforms
  • QA scorecards
Step 4

Export & deliver

Output to files, databases, APIs, S3 buckets, or Kafka pipelines.

  • Files / DB / API targets
  • S3 buckets
  • Kafka pipelines
Supported formats

Structured, document, and streaming — all in one platform

The formats your test, dev, and ML pipelines actually consume.

Structured

Structured data

Tabular and relational data with full referential integrity and realistic distributions.

  • CSV, JSON, XML
  • SQL (Postgres, MySQL, SQL Server)
  • Parquet for warehouses
  • Multi-table referential integrity
Documents

Document generation

Realistic documents for testing OCR, form-extraction, and document-AI pipelines.

  • PDF, DOCX, XLSX
  • HTML & TXT
  • Customizable templates
  • Field-position randomization
Streaming

Streaming data & protocols

Event streams for load testing, anomaly testing, and Kafka pipeline validation.

  • Kafka + Avro + Protobuf
  • WebSocket, MQTT
  • Throughput & burst-rate control
  • Late-arriving & out-of-order events
Capabilities

Eight first-class capabilities

AI-driven generation, statistical fidelity, privacy compliance, and the integrations your platform team needs.

AI-powered generation

Models learn realistic patterns and relationships from a reference sample.

Privacy compliant

GDPR & HIPAA-aligned synthetic data — no PII leaks from source samples.

Custom rules

Complex constraints, conditional generation, and business-rule enforcement.

High performance

Millions of records in seconds — parallel generation across worker pools.

API integration

RESTful APIs for headless generation in CI / CD and ML pipelines.

Statistical accuracy

Maintains distributions, correlations, and edge-case frequencies from real data.

Version control

Versioned schemas and generation recipes — reproducible across runs.

Multi-language support

Generate locale-aware data for internationalization testing.

Built for

Four teams. One synthetic-data platform.

Each role gets a tuned workflow — the right data, in the right format, at the right scale.

Development

Realistic dev data on demand

  • On-demand development-database population
  • Edge-case test fixtures
  • API mock responses
  • Load-testing datasets
QA & Testing

Cover the cases real data misses

  • Test-automation data sets
  • Boundary-value test cases
  • Production-volume simulation
  • Internationalization testing
Data Science

Train models without leaking real data

  • Large-scale training datasets
  • Real-data augmentation
  • Balanced ML datasets
  • Rare-event / edge-case simulation
Compliance & Security

Share safely, ship faster

  • PII replacement across pipelines
  • Safe data sharing across teams
  • Regulatory compliance (GDPR / HIPAA / CCPA)
  • Audit-ready logging
Security & deployment

Your data never leaves your network

On-prem and private-cloud deployment. Synthetic data generated and delivered inside your infrastructure.

In your environment

On-premise and private-cloud deployment. All generation happens within your infrastructure — no source samples leave your network.

Compliance-ready

GDPR, HIPAA, SOC 2, and CCPA aligned. Audit trails on every generation run, RBAC, encryption at rest and in transit.

Delivery targets

Direct file export, database connectors, RESTful APIs, S3 buckets, and Kafka pipelines — ship to whatever consumes it.

Start generating synthetic data in minutes

Tell us the formats you need, your privacy constraints, and where the data should land — we’ll set up a hands-on walkthrough within 2 weeks.

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On-premise deployment Privacy compliant Files / API / S3 / Kafka Enterprise support