# How Ambi Robotics uses Encord

**99.9%** sorting accuracy

As published on [encord.com](https://encord.com/customers/ambi/), October 2026. Captured by usedby on 2026-10-30.

- Company: [Ambi Robotics](https://www.usedby.ai/companies/ambi-robotics.md)
- Tool: [Encord](https://www.usedby.ai/tools/encord.md)
- Industry: [Artificial Intelligence](https://www.usedby.ai/companies/industry/artificial-intelligence.md)

## The use case: how Ambi Robotics deploys Encord

Ambi Robotics uses Encord to annotate images collected from its deployed sorting robots, including parcel objects and label text, and turn them into training data. Required-field validation, multi-stage review workflows, analytics and an SDK integrated into its automated pipelines support the process.

Summary written by usedby from the source page, in English. The figures are those of Encord and Ambi Robotics, not ours.

> The improvements in annotation consistency and completeness have fed directly into Ambi's model quality. allowing them to push toward new performance benchmarks and expand the capabilities of their robotic systems.

> Encord's workflow system lets us enforce more rigorous review, so annotations don't slip through with errors. The validation rules are especially useful. We can make fields required so an annotator cannot submit a task with a missing label.
>
> Qi, ML Engineer

Source: [encord.com](https://encord.com/customers/ambi/), captured 2026-10-30.

## Encord users in Artificial Intelligence

- [Archetype AI](https://www.usedby.ai/companies/archetype-ai.md) — Confirmed
- [Pickle Robot](https://www.usedby.ai/companies/pickle-robot.md) — Confirmed
- [Standard AI](https://www.usedby.ai/companies/standard-ai.md) — Confirmed
- [Thoro.ai](https://www.usedby.ai/companies/thoro-ai.md) — Confirmed
- [UIPath](https://www.usedby.ai/companies/uipath.md) — Confirmed
- [UVeye](https://www.usedby.ai/companies/uveye.md) — Confirmed

## What usedby checked

We compared the story with its live page on 2026-10-30.

- Checked: the figure 99.9% is on the page; its label is our wording.
- Checked: the passage quoted above is copied word for word from the page, near the name of Ambi Robotics.
- Checked: the publication date is read from the page’s own metadata, never guessed.
- Checked: Ambi Robotics uses Encord. Confirmed line. Latest check across sources: 2026-10-30.
- Not checked: the result itself. We quote it; we did not measure it.

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Source: https://www.usedby.ai/case-studies/ambi-robotics-encord · How we check: https://www.usedby.ai/methodology