Synthetic Data
You Can Prove.
Industrial-grade synthetic datasets with cryptographic evidence — deterministic, verifiable, and audit-ready. From tabular synthesis to OT telemetry and ICS security simulation.
Contract K
BLAKE3 Seed Hash
sha256:4af7…c890
Evidence Bundle
8/8 ✓AI Orchestrator
Describe it.
We generate it.
The AssistantBroker translates natural language into deterministic Contract K specifications. Built-in PII redaction, cross-provider LLM fallback, and a Tool Registry make every session auditable and reproducible.
Industrial telemetry,
physics-calibrated.
Multi-layered OT telemetry across five protocol stacks with four operating regimes: normal, high-load, fault propagation, and maintenance. Describe any industrial facility — the LLM fabricates a custom scenario pack with calibrated sensor physics on demand.
Every job sealed.
Every output provable.
Every generation job — regardless of engine, size, or tier — produces the same 8-artifact evidence bundle unconditionally. The BLAKE3 determinism proof lets any third party independently confirm output integrity without accessing SynthLabTech.
The Platform
Five Engines. One Evidence Standard.
Every engine shares the same deterministic contract, the same evidence bundle format, and the same cryptographic guarantees.
Rapid Mode
rapid_rrfRapid Relational Fabrication uses a 256-bit deterministic seed from Contract K to drive a counter-based RNG — IEEE-754 binary64 precision throughout. Cross-column correlations, referential integrity rules, and nullable constraints are enforced by the Canonical Lift pipeline before any output is written. The same Contract K produces bit-for-bit identical results on any hardware, any OS, any time. 500K rows in under 8 seconds on synth/cpu.
Research Mode
research_trcThermodynamic Reservoir Computing applies energy-based generative modeling with configurable temperature schedules, driving contrastive divergence with negative sampling until Gibbs chain convergence. The result preserves complex multivariate distributions — including heavy tails and rare-event behavior — not just marginal statistics. Designed for ML training datasets, privacy-sensitive distribution replication, and research contexts where statistical fidelity cannot be compromised.
Virtual SCADA Simulator
virtual_scadaGenerates multi-layered OT telemetry with calibrated physics models across five industrial protocol stacks: Modbus TCP register tables, OPC-UA node hierarchies, BACnet/IP ASHRAE object models, MQTT topic trees, and DNP3 SCADA/RTU frames. Describe any industrial facility in natural language — power generation (turbine, substation, grid), oil & gas (pipeline, refinery, compressor), water treatment (WWTP, distribution), discrete manufacturing (CNC, PLC, conveyor) — and the LLM fabricates a custom scenario pack with calibrated sensor catalogs, physics cross-checks, and protocol mappings. Four operating regimes per scenario: normal baseline, high-load, fault propagation, and scheduled maintenance.
ICS Security Simulator
ics_securityGenerates labeled ICS attack datasets covering five MITRE ATT&CK ICS categories: Replay (replayed control commands), Command Injection (forged setpoints), Denial-of-Service (protocol flood and resource exhaustion), Man-in-the-Middle (session hijacking and certificate spoofing), and Network Reconnaissance (active scanning and enumeration). Each sequence includes configurable intensity profiles, inter-packet timing distributions, and severity scores mapped to ATT&CK ICS sub-techniques. Ground-truth label columns allow direct use in IDS classifier training without manual annotation.
Cryptographic Evidence Bundles
8 artifactsEvery generation job — regardless of engine, size, or tier — produces the same 8-artifact evidence bundle unconditionally. Contract K is BLAKE3-hashed before execution begins. The Determinism Proof captures the BLAKE3 digest of the full output, enabling any third party to independently confirm the output matches the specification without accessing SynthLabTech. The Artifact Manifest is a SHA-256 hash of all 7 preceding artifacts, providing tamper detection at the bundle level. Designed for SOC 2 audits, FDA validation, and legal discovery.
AI Orchestrator
AssistantBrokerThe AssistantBroker translates natural language into a fully deterministic Contract K specification through the Tool Registry — a typed schema mapping directly to engine parameters with no ambiguity between intent and execution. The LLM Gateway routes requests across providers (OpenAI, Anthropic, local models) with automatic failover, so no single vendor outage blocks your workflow. PII Redaction scrubs session context before any payload leaves the system. The Rules Engine enforces organizational policy at the orchestration layer, before any engine is invoked.
Workflow
From Intent to Verified Dataset
Three steps. Every output cryptographically sealed and independently reproducible.
Describe Your Data Need
Upload a reference schema or describe your requirements in natural language. The AI Orchestrator analyzes columns, distributions, and constraints to build a generation plan.
Supports CSV schema upload, JSON schema, or plain text description.
AI Generates Contract K
A deterministic Contract K is created — the cryptographically hashed specification that defines engine, seed, constraints, and output format. Review and approve before execution.
Contract K is serializable, versioned, and independently auditable.
Verified Output Delivered
The Canonical Lift pipeline executes and produces synthetic data with a complete evidence bundle — BLAKE3 determinism proofs, privacy reports, utility metrics, and reproducibility seals.
Same Contract K always produces identical output. Guaranteed.
Architecture
Determinism at Every Layer
Built on a two-layer architecture: a Rust core for deterministic execution and a Python brain for ML and orchestration.
Counter-Based RNG
IEEE-754 binary64, deterministic CBOR serialization. The same Contract K produces the same output on any machine, any time.
BLAKE3 + SHA-256
Two-layer hashing: BLAKE3 for fast determinism verification, SHA-256 for the artifact manifest. Independent third-party verification built-in.
Tenant Isolation
Row-level database isolation per tenant. Write-only secrets. No cross-tenant data access possible at the architecture level.
Compute Tiers
CPU and GPU compute tiers with per-tier credit pricing. synth/cpu at 3 cr/5k rows, synth/gpu at 4 cr/5k rows, train/cpu at 11 cr/10 epochs.
Canonical Lift
The final processing stage applies constraint enforcement and schema normalization before sealing. Same pipeline across all engines.
Zero-Trust API
Every endpoint requires a scoped API key. Granular permissions, rate limiting, and comprehensive audit logging on all operations.
Enterprise security and compliance, built-in from day one
Ready to Generate Verified Data?
Join engineering teams using SynthLabTech to produce deterministic, audit-ready synthetic datasets for industrial, security, and enterprise applications.
No credit card required · Free plan includes 7 credits/month