> ## Documentation Index
> Fetch the complete documentation index at: https://docs.lucitra.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Introduction

# Introduction

Lucitra Validate is an API-first platform that validates synthetic training data for robotics and autonomous systems. It scores your data across four dimensions, catches issues before they reach production, and provides a full compliance engine for regulated industries.

<Info>
  Lucitra Validate works with data from any simulator — Isaac Sim, CARLA, AirSim, Unity, or your own rendering pipeline.
</Info>

## Validation Dimensions

Every dataset is scored from 0 to 100 across four dimensions, plus an overall composite score.

<CardGroup cols={4}>
  <Card title="Coverage" icon="grid">
    Measures whether your dataset adequately covers the scenarios, object classes, edge cases, and environmental conditions required for your use case.
  </Card>

  <Card title="Physics Plausibility" icon="atom">
    Detects physically impossible artifacts — objects intersecting geometry, impossible lighting conditions, unrealistic material properties, and gravity violations.
  </Card>

  <Card title="Distribution Quality" icon="chart-bar">
    Evaluates class balance, spatial distribution of annotations, and statistical properties of your dataset to identify skew and blind spots.
  </Card>

  <Card title="Sim-to-Real Gap" icon="arrows-left-right">
    Quantifies how well your synthetic data aligns with real-world distributions, flagging domain gaps that will degrade model performance after deployment.
  </Card>
</CardGroup>

## Key Capabilities

### Data Format Support

Lucitra Validate natively supports the most common annotation formats in robotics and autonomous systems:

* **COCO** — object detection, instance segmentation, keypoints
* **KITTI** — 3D bounding boxes, point clouds, stereo pairs
* **nuScenes** — multi-sensor, multi-frame sequences with ego pose
* **Custom** — bring your own schema with format adapters

### Compliance Engine (Enterprise)

For teams operating in regulated environments, Lucitra provides a full compliance pipeline:

* **Audit trail** — immutable log of every validation run, configuration change, and approval
* **Provenance tracking** — trace any data point back to its simulation parameters and source scene
* **Model cards** — auto-generated documentation linking training data to model lineage
* **Regulatory reports** — pre-built templates for EU AI Act, FDA 21 CFR Part 11, and ISO 26262

### Observability

* **Drift detection** — continuous monitoring flags when new data deviates from established baselines
* **Revalidation triggers** — automatically re-run validation when upstream data or configurations change

### Integrations

* **REST API** — full programmatic access to all platform capabilities
* **CLI** — run validations from your terminal or CI/CD pipeline
* **MCP Server** — connect Lucitra to AI coding assistants and agent workflows
* **Webhooks** — push notifications with native Slack and Microsoft Teams message formatting

## What You Can Build

<CardGroup cols={2}>
  <Card title="CI/CD Quality Gates" icon="shield-check">
    Block merges when synthetic data fails validation thresholds. Run `luci validate` in your pipeline and fail the build if scores drop below your configured baselines.
  </Card>

  <Card title="Sim-to-Real Pipelines" icon="rotate">
    Close the loop between simulation and deployment. Use sim-to-real gap scores to automatically tune domain randomization parameters in your renderer.
  </Card>

  <Card title="Regulatory Submissions" icon="file-certificate">
    Generate audit-ready compliance reports that link every training data point to its provenance, validation scores, and approval chain.
  </Card>

  <Card title="Data Monitoring Dashboards" icon="chart-line">
    Track validation scores over time, detect distribution drift, and trigger alerts when data quality degrades across retraining cycles.
  </Card>
</CardGroup>

## Next Steps

<CardGroup cols={2}>
  <Card title="Quickstart" icon="rocket" href="/quickstart">
    Get your first validation running in under 5 minutes.
  </Card>

  <Card title="Authentication" icon="key" href="/authentication">
    Learn how API keys, rate limits, and enterprise tiers work.
  </Card>
</CardGroup>