Synthetic Data Generation

Millions of records.
Instantly generated.
Zero real data needed.

SDG AI Studio turns a plain-language description of your domain into a rich, schema-driven factory for synthetic data — powered by Claude and delivered in seconds as production-ready CSV.

Launch Studio → See how it works
10k+
records per generation
<10s
generation time
∞
domain variations
0
real records exposed
sdg-studio / generation
› Generate 10,000 oncology trial records
Domain: Clinical Trials
Schema: Phase III · Lung · Inpatient
Model: claude-haiku-4-5
 
⟳ Seeding field distributions...
⟳ Generating 10,000 rows...
↳ Validating schema constraints...
 
✓ Complete in 4.2s
⬇ clinical_trial_10k.csv — ready
 
›
Process

From description to dataset
in four steps

No data engineering. No mock data scripts. Just describe what you need, and SDG AI Studio handles the rest.

01 —
🗂️
Define Your Domain
Describe the kind of records you need — insurance claims, patient data, financial transactions. The AI understands your context.
02 —
⚙️
Design Schema Variants
The AI proposes dimensions and field structures. You review, edit, and combine them into a library of schema variations.
03 —
💬
Chat to Generate
Use natural language: "Generate 50,000 retail banking records." The AI selects the right schema and kicks off generation instantly.
04 —
⬇️
Download & Deploy
Get a clean, validated CSV in seconds. Explore distributions in the dashboard. Use it in your pipeline, model, or test environment.
Capabilities

Every tool you need
for synthetic data

🧩
Schema Repository
Store and reuse a growing library of domain schemas. Filter by cancer type, care setting, record type, or any dimension you define.
🤖
AI-Powered Chat Interface
Ask for what you need in plain English. The chat engine resolves your request to the best-matching schema and streams generation live.
🔬
Schema Design Partner
Co-design field-level schemas with an AI collaborator — define data types, distributions, constraints, and edge cases conversationally.
📊
Generation Dashboard
Visualize generation history, inspect row counts, chart field distributions, and track how each schema has been used over time.
⚡
Streaming Progress
Watch generation happen in real time via SSE. No polling. No waiting. Download your CSV the moment it's ready.
🎛️
Model Selection
Choose between Haiku, Sonnet, and Opus depending on your needs — optimize for speed and cost or maximum schema fidelity.
Live Preview
oncology_trial · 3 fields shown
{
  "patient_id": uuid,
  "age": int (18–85, normal dist),
  "stage": enum ["I","II","III","IV"],
  "treatment_arm": enum,
  "response": enum ["CR","PR","SD","PD"],
  "os_months": float (0–60)
}
SAMPLE OUTPUT — 4 OF 10,000
a3f1… 64 III Arm B PR 18.4
b8e2… 51 I Arm A CR 42.1
c2d9… 73 IV Arm C SD 6.7
f7a4… 38 II Arm A CR 55.9
Applications

Built for any domain
that needs realistic data

Whether you're training ML models, stress-testing pipelines, or demoing products — SDG AI Studio generates the data you need.

🏥
Healthcare & Clinical
Generate HIPAA-safe patient records, clinical trial datasets, EHR entries, and oncology cohorts without touching real patient data.
Clinical Trials EHR Records Oncology Lab Results
🏦
Financial Services
Create synthetic transaction logs, loan applications, insurance claims, and fraud scenarios to train detection models and test systems.
Transactions Fraud Detection Insurance Claims Credit Scoring
🛒
Retail & E-Commerce
Produce customer order histories, product catalogs, review datasets, and behavioral logs at scale for recommendation engines.
Orders User Behavior Product Data Reviews
⚖️
Legal & Compliance
Synthesize case records, contract metadata, regulatory filings, and audit logs for system testing without confidentiality risk.
Case Records Audit Logs Contracts
🤖
ML & AI Training
Bootstrap model training with balanced, labeled datasets. Generate edge cases and rare scenarios that are hard to find in real data.
Training Sets Edge Cases Benchmarking
🧪
QA & Integration Testing
Stress-test databases, APIs, and data pipelines with massive, realistic datasets that exercise every field, type, and edge condition.
Load Testing Pipeline QA Demo Data
The Studio

Four tools. One workflow.

SDG AI Studio is a suite of specialized interfaces that work together from first concept to downloaded dataset.

1
Setup Wizard
Define a new domain from scratch. Name it, describe it, pick a Claude model, and let the AI propose a matrix of schema dimensions — then seed your entire repository in one click.
wizard.html
2
Schema Design Partner
Collaborate with AI to precisely engineer each field: data types, value distributions, constraints, correlations, and realistic patterns. Refine until the schema is exactly what you need.
designer.html
3
Chat Studio
The main generation interface. Browse your schema library, chat naturally to trigger generation jobs, watch real-time streaming progress, and download CSV outputs instantly.
index.html
4
Data Dashboard
Review all past generations. Analyze field distributions with interactive charts. Track which schemas are most used and how your synthetic data library is growing over time.
dashboard.html

Start generating
synthetic data today

No real data required. No setup scripts. Just describe your domain and let SDG AI Studio do the rest.

Open SDG AI Studio → Get in touch
Questions? Reach us at support@sdgaistudio.com