Synthetic Data

Infinite data.Zero friction.

AuraOne spins up entire worlds—from physics-based robotics sims to LLM chat logs. It’s a video game that makes data for you, so you can train on tomorrow's edge cases today.

7
generation engines
45×
speed vs real capture
0
privacy exposure
New: Synthetic Populations Lab
Population Builder
Generate agents, simulate responses
Watch synthetic agents form and react to variants in real-time.
Segmenting
Embedding
Sampling
7 Engines. One Interface.

Pick the right brain for the job.

AuraOne orchestrates an ensemble of specialized generative models. From rigid physics simulations to dream-like diffusion.

ENGINE_STATE: PHYSICS
RENDER_MODE: ACTIVE
99.9%
Physical Accuracy

Physics Engines

Perfect ground truth for robotics. Simulate gravity, friction, and collision with pixel-perfect segmentation labels.

Variations

Procedural Generation

Infinite scale. Build massive city grids and weather systems instantly using rule-based logic that never repeats.

10M+
Tokens/Sec

LLM Synthesis

Reasoning at scale. Generate millions of chat logs and chain-of-thought traces to train smarter language models.

<50ms
Latency

Diffusion Models

Visual imagination. Create pixel-perfect photorealistic images from text descriptions to fill gaps in your dataset.

0.001
FID Score

GANs

Adversarial refinement. Polish synthetic data until it's indistinguishable from real-world sensor noise.

100%
Latent Coverage

VAEs

Latent discovery. Explore the hidden mathematical space of your data to find rare edge cases standard sampling misses.

1:1
Real-to-Sim

Hybrid Injection

The reality check. We inject real-world failures into synthetic scenes to ground them in physics.

Synthetic Data Controls

Privacy and utility.
Tuned on purpose.

Differential privacy budgets. k-anon checks. Rare-event boosters. Utility scoring. Style profiles that lock structure and tone. You can measure it all.

DP Synthetic + Style Controls
controllable

Privacy, utility, and style are measured—not assumed. Tune budgets, boost rare events, and lock tone before anything ships.

DP budget (ε)
1.2
k-anon checks
pass
rare events
style profiles
Clinical
Utility + privacy report
Utility 86% · Privacy 81%
audit-ready
Utility score
86%
Privacy strength
81%
Reports
generated
POST /api/v1/synthetic/generate
GET /api/v1/synthetic/audits
GET /api/v1/synthetic/profiles
GET /api/v1/compliance/evidence
Style is a control surface
Choose a profile. Lock structure. Keep tone consistent across every generated sample.
Moment storyboard

Synthetic runs stack while you sleep.

Track the beats from domain intake to guardrail-ready datasets. AuraOne keeps the loop tight.

20:04Domain Labs

Scenario brief arrives.

AuraOne maps the domain, pulls the right collaborators, and preloads environment parameters for the run.

22:31Synthetic Burst

Edge cases materialize overnight.

Weather, actors, and failure states generate in parallel. Cleo recruits human validators to score realism on the fly.

06:12TrustScore™

Dataset lands staging.

Policies, guardrails, and QA notes ship with the data so AI Labs can replay regressions without touching production logs.

Neural showcase

Every signal, one surface

Telemetry, workforce status, and governance stay in the same clean view.

Parameter sweeps 64× faster

Procedural worlds

Scene variants

3,200

Domain gap

-38%

Robotics + human blend

Multimodal capture

Sensors fused

12

Sync drift

< 4 ms

Confidence core

Intelligence routes through a single decision lattice.

Evaluations, human judgment, and governance emit into the same telemetry mesh. AuraOne resolves intent, drift, and escalation without switching surfaces.

Signals unified

48 streams

Human escalations

< 45 sec

Release velocity

Audit coverage

100%

Reward models refreshed

RLHF curation

Preference jobs

+28/day

Reward uplift

+15%

Policy-safe distribution

Compliance sieve

PHI leakage

0

Audit lineage

100%

Campaign control

Plan synthetic campaigns without guesswork.

Compare synthetic, hybrid, and live capture options. AuraOne recommends the mix that keeps quality high and compliance satisfied.

Why teams pick AuraOne over the status quo.

See how our platform transforms data generation from a bottleneck into a competitive advantage.

Feature

Label Quality

Pixel-perfect, mathematically guaranteed labels for every frame. No human error.

Noisy, inconsistent human labels that degrade model performance.

Dataset Strategy

Hybrid Campaigns mix synthetic bursts with real-world capture, injecting ground truth into generated worlds.

Pure synthetic vendors hallucinate edge cases; manual labeling shops are too slow to scale.

Service Model

Self-service for speed, Managed Campaigns for scale. Spin up a run yourself or let our ops team handle the loop.

Black-box managed services that make you wait days for a simple parameter tweak.

Pipeline Integration

One continuous loop. Generate data -> Validate with humans -> Train model -> Replay regressions.

Fragmented tools. You generate data here, hire labelers there, and struggle to connect the dots.

Domain loops

Every industry gets a ready synthetic loop.

Domain Labs pairs synthetic and real capture so teams can launch safely without waiting for the perfect dataset.

AuraOne ready

Autonomy

Procedural city grids, hostile actors, and weather churn continuously. Specialists grade interventions so fleets learn from the nightmare commute before it happens.

12k · rare incidents rehearsed
AuraOne ready

Energy

Synthetic grid demand, outage cascades, and climate shocks let ops test resilience strategies with zero downtime.

27% · forecast error reduced
AuraOne ready

Healthcare

HIPAA-aligned imaging and telemetry mirror your protocols. Every sample ships with consent lineage and audit-ready context.

48 · clinical programs supported
AuraOne ready

Robotics

Simulated environments match physical capture. Cleo provisions operators so humanoids learn dexterity and safety simultaneously.

100+ · locations synced

Train on tomorrow's moments today.

Bring your launch scenario. AuraOne spins synthetic runs, recruits reviewers, and hands AI Labs data that already knows what to prevent.

Run latency
Under 6 hrs
Privacy violations
Zero
Coverage lift
+32%