# Training Data That Labels Itself

Go from messy historical data to verified training datasets — no labeling or annotation needed.

## Real-world data has timestamps. Not clean labels.

Turn historical data into verified training datasets automatically using [Future-as-Label](https://arxiv.org/abs/2601.06336).

**Use built-in public sources**  News, SEC filings, web data  
**Or bring your own**  Docs, emails, tickets, transcripts

## Turn messy data into training-ready datasets

### Choose Sources
Public web, news, filings — or your own docs, emails, tickets.

### Define Questions
Natural language instructions + examples. No schema required.

### Auto-Label
Outcomes from _later_ in the data become ground-truth labels.

### Verify
Every row traceable to sources. Full provenance built in.

## Simple, powerful API

Define your sources, time window, and question style. The SDK handles generation, labeling, and verification.

- Bring your own files or use built-in public sources
- Questions auto-generated from your domain context
- Labels verified against real outcomes — no human annotation

```python
from lightningrod import Pipeline

pipeline = Pipeline([\
    FileSetSeedGenerator(file_set_id="your-fileset-id"),\
    ForwardLookingQuestionGenerator(\
        instructions="Questions about business outcomes"\\
    ),\
    RAGLabeler()\
])

dataset = pipeline.run(n_samples=100)
```

## AI you can trust for real decisions

- **Ground-truth labels** from real outcomes, not LLM opinions
- **Verifiable** every sample has citations and provenance
- **Auditable reasoning** explains how each answer was resolved
- **Calibrated** probabilities that reflect real uncertainty
- **Secure & efficient** compact models that deploy on your infrastructure

```json
{
  "question": "Will the EU AI Act be enforced against a major tech company by Feb 2025?",
  "correct_answer": 0,
  "resolution_reasoning": "Prohibited practices provisions took effect Feb 2, 2025. No enforcement actions announced...",
  "source_citations": [\
    "reuters.com/...",\
    "ec.europa.eu/..."\
  ]
}
```

## Start generating Foresight Data today.