# How ArmadaHealth uses H2O.ai

As published on [h2o.ai](https://h2o.ai/case-studies/armadahealth-h2o). Captured by usedby on 2026-10-17.

- Company: [ArmadaHealth](https://www.usedby.ai/companies/armadahealth.md)
- Tool: [H2O.ai](https://www.usedby.ai/tools/h2o-ai.md)
- Industry: [HealthTech & Digital Health](https://www.usedby.ai/companies/industry/healthtech-digital-health.md)
- Teams: Data Science

## What the story says

ArmadaHealth uses H2O AI Cloud and Driverless AI to build an NLP model that scores patient reviews of physicians for treatment outcome, communication, and attitude, and classifies sentiment as positive, negative, or neutral. That signal feeds into matching patients with the most suitable specialists.

Summary written by usedby from the source page, in English. The figures are those of H2O.ai and ArmadaHealth, not ours.

> With Driverless AI, ArmadaHealth reached the same level of results as a hand-built model, if not better, without standing up a large data science team or waiting months for delivery.

> If you had to traditionally build models, you would have to bring in a team of PhDs and work on it for months together. Now, with Driverless AI, we are able to reach the same level of results, if not better.
>
> Bharath Sudharsan, Director of Data Science at ArmadaHealth

Source: [h2o.ai](https://h2o.ai/case-studies/armadahealth-h2o), captured 2026-10-17.

## What usedby checked

We compared the story with its live page on 2026-10-17.

- Checked: the passage quoted above is copied word for word from the page, near the name of ArmadaHealth.
- Checked: ArmadaHealth uses H2O.ai. Confirmed line. Latest check across sources: 2026-10-17.
- Not checked: the result itself. We quote it; we did not measure it.

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Source: https://www.usedby.ai/case-studies/armadahealth-h2o-ai · How we check: https://www.usedby.ai/methodology