# How Snorkel AI uses Daytona

**96%**: “Snorkel Evaluates Agent Simulations 96% Faster With Daytona”

As published on [daytona.io](https://www.daytona.io/customers/snorkel). Captured by usedby on 2026-10-27.

- Company: [Snorkel AI](https://www.usedby.ai/companies/snorkel-ai.md)
- Tool: [Daytona](https://www.usedby.ai/tools/daytona.md)
- Industry: [Artificial Intelligence](https://www.usedby.ai/companies/industry/artificial-intelligence.md)
- Teams: Artificial Intelligence, Data Science, Engineering

## The use case: how Snorkel AI deploys Daytona

Snorkel uses Daytona to provision configurable, isolated sandboxes on demand so it can run thousands of long-running agent simulations in parallel when building AI training datasets, environments, and evaluations. Pre-configured snapshots set CPU, memory, disk, and dependencies for each agent workload.

Summary written by usedby from the source page, in English. The figures are those of Daytona and Snorkel AI, not ours.

> Because Daytona is optimized for sandbox orchestration, Rustem and his team run long-running sandboxes in parallel, evaluating thousands of outcomes in a single pass. This setup saves hours every week, which is redirected toward refining evaluation rubrics and collaborating on new expert datasets.

- **1,073,756**: “1,073,756 sandboxes provisioned with Daytona”

> Daytona delivers scalable sandbox infrastructure that works out of the box. With it, we turn multi‑day runs into hours, which directly improves how fast we ship new datasets and environments.
>
> Rustem Feyzkhanov, AI Platform Engineering Manager at Snorkel

Source: [daytona.io](https://www.daytona.io/customers/snorkel), captured 2026-10-27.

## Other AI tools used by Snorkel AI

- [Hugging Face](https://www.usedby.ai/tools/hugging-face.md) — Confirmed
- [Portkey](https://www.usedby.ai/tools/portkey.md) — Confirmed
- [Arize AI](https://www.usedby.ai/tools/arize-ai.md) — Observed
- [Campfire](https://www.usedby.ai/tools/campfire.md) — Observed
- [Rox](https://www.usedby.ai/tools/rox.md) — Observed

## Daytona users in Artificial Intelligence

- [Cohere](https://www.usedby.ai/companies/cohere.md) — Observed
- [Surge AI](https://www.usedby.ai/companies/surge-ai.md) — Observed
- [Turing](https://www.usedby.ai/companies/turing.md) — Observed

## What usedby checked

We compared the story with its live page on 2026-10-27.

- Checked: the figure 96% is printed word for word on the page, near the name of Snorkel AI.
- Checked: the passage quoted above is copied word for word from the page, near the name of Snorkel AI.
- Checked: Snorkel AI uses Daytona. Confirmed line. Latest check across sources: 2026-10-27.
- Not checked: the result itself. We quote it; we did not measure it.

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