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

# Benchmarks

> Third-party benchmark results for Modulate's models, the datasets they were measured on, and the methodology behind each number.

*Reviewed as of 19 August 2026.*

Modulate submits its models to public benchmarks and publishes the results here, with the datasets behind them and the methodology used to read them.

Every figure comes from a benchmark run by a third party. Figures derived from a published one rather than measured directly are labelled, with the arithmetic shown.

## Current standings

| Model                                          | Benchmark                                         | Headline metric                                | Standing          | Snapshot       |
| ---------------------------------------------- | ------------------------------------------------- | ---------------------------------------------- | ----------------- | -------------- |
| [Deepfake Detection](/get-started/deepfake)    | [Speech DF Arena](/benchmarks/deepfake-detection) | 1.104% average EER across 14 datasets          | 1st of 18 systems | 19 August 2026 |
| [English Fast Transcription](/get-started/stt) | [Open ASR Leaderboard](/benchmarks/transcription) | 7.80% average WER on Earnings-22 and VoxPopuli | 1st of 88 systems | 19 August 2026 |

## How to read these pages

<CardGroup cols={3}>
  <Card title="Our approach" icon="compass" href="/benchmarks/methodology">
    Which benchmarks Modulate submits to, how metrics are chosen, and the failure modes that make a good score meaningless.
  </Card>

  <Card title="Datasets" icon="database" href="/benchmarks/datasets">
    Every dataset behind the results, what each one stresses, and what none of them cover.
  </Card>

  <Card title="Results" icon="chart-column" href="/benchmarks/deepfake-detection">
    Per-benchmark results with competitor scores, snapshot dates, and source links.
  </Card>
</CardGroup>