---
id: "aws-lookout-for-equipment"
type: "component"
kind: "ai-service"
provider: "aws"
category: "compute"
docs: "https://docs.aws.amazon.com/lookout-for-equipment/latest/ug/what-is.html"
url: "https://localhost:3000/catalogue/components/aws-lookout-for-equipment"
---

# Amazon Lookout for Equipment

Managed anomaly detection that spots abnormal behaviour in industrial sensor data.

| | |
|---|---|
| Provider | [aws](https://localhost:3000/catalogue?provider=aws) |
| Kind | [AI service](https://localhost:3000/catalogue/kinds/ai-service) |
| Category | Compute |
| Official docs | [https://docs.aws.amazon.com/lookout-for-equipment/latest/ug/what-is.html](https://docs.aws.amazon.com/lookout-for-equipment/latest/ug/what-is.html) |

## Properties

| property | type | values | required | kind default | this component |
|---|---|---|---|---|---|
| `auth` | enum | `api-key`, `oauth`, `iam`, `none` | no | — | **"iam"** |
| `contentFiltering` | boolean | — | no | — | inherited |
| `customerManagedKeys` | boolean | — | no | — | **false** |
| `dataResidency` (advanced) | enum | `us`, `eu`, `asia`, `global` | no | — | inherited |
| `dataRetentionDays` | integer | — | no | — | inherited |
| `inferenceFrequencyMinutes` | integer | — | no | — | inherited |
| `keyStore` | boolean | — | no | false | inherited |
| `labelledFailureData` | boolean | — | no | false | inherited |
| `managed` | boolean | — | no | false | **true** |
| `maxSensorsPerModel` | integer | — | no | 300 | inherited |
| `modality` | enum | `text`, `vision`, `speech`, `multimodal`, `structured`, `image`, `video`, `audio`, `embedding`, `rerank` | no | — | **"structured"** |
| `offConditionSensor` | boolean | — | no | false | inherited |
| `publicEndpoint` | boolean | — | no | — | **true** |
| `quotaUnitsPerMinute` | integer | — | no | — | inherited |
| `rateLimitRpm` (advanced) | integer | — | no | — | inherited |
| `rateLimitTpm` (advanced) | integer | — | no | — | inherited |
| `viaGateway` | boolean | — | no | false | inherited |

Bold values are the ones this component pins.

## Rules that apply · 2

### AI API key not managed `ai-api-key-unmanaged` (warning)

- Page: https://localhost:3000/catalogue/rules/ai-api-key-unmanaged.md
- Why: This AI vendor is reached with an API key, and nothing in the design holds or rotates that key. It ends up in environment files or code, every caller shares it, and a single leak runs up the vendor bill until someone notices. Put the key in a key-management component, or say it is held there with keyStore.
- Applies to: every node of kind ai-service
- Message: AI service '{{node.id}}' is called with an API key, the key is not held in a key-management component, and the design has none.

It fires when:

- all of these hold:
  - the node's `auth` is "api-key"
  - the node's `keyStore` is false
  - the node has at least one incoming edge from an app-server, worker or client
  - this does not hold:
    - the design contains a node of kind key-management

### Stateful node without zone redundancy `stateful-node-without-zone-redundancy` (error)

- Page: https://localhost:3000/catalogue/rules/stateful-node-without-zone-redundancy.md
- Why: A stateful compute node pinned to exactly one availability zone disappears with that zone, and its state goes with it. Nodes inside a cell are exempt, because there the cell is deliberately single-zone and redundancy comes from the other cells.
- Applies to: every node in category compute
- Message: Stateful node '{{node.id}}' lives in exactly one availability zone. A zone outage takes its state with it.

It fires when:

- all of these hold:
  - the node's `stateless` is false
  - the node sits inside exactly 1 availability-zone group
  - this does not hold:
    - the node sits inside at least one cell group

## Other products of the same kind · 125

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- [ID Verification](https://localhost:3000/catalogue/components/alibaba-id-verification.md) `alibaba-id-verification` — alibabacloud
- [Intelligent Robot](https://localhost:3000/catalogue/components/alibaba-intelligent-robot.md) `alibaba-intelligent-robot` — alibabacloud
- [Model Studio](https://localhost:3000/catalogue/components/alibaba-model-studio.md) `alibaba-model-studio` — alibabacloud
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- [Amazon Transcribe](https://localhost:3000/catalogue/components/aws-transcribe.md) `aws-transcribe` — aws
- [Amazon Translate](https://localhost:3000/catalogue/components/aws-translate.md) `aws-translate` — aws
- [Content Safety](https://localhost:3000/catalogue/components/azure-ai-content-safety.md) `azure-ai-content-safety` — azure
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- [Azure AI Face](https://localhost:3000/catalogue/components/azure-ai-face.md) `azure-ai-face` — azure
- [Azure Language](https://localhost:3000/catalogue/components/azure-ai-language.md) `azure-ai-language` — azure
- [Azure Speech](https://localhost:3000/catalogue/components/azure-ai-speech.md) `azure-ai-speech` — azure
- [Azure Translator](https://localhost:3000/catalogue/components/azure-ai-translator.md) `azure-ai-translator` — azure
- [Azure Vision](https://localhost:3000/catalogue/components/azure-ai-vision.md) `azure-ai-vision` — azure
- [Azure Content Understanding](https://localhost:3000/catalogue/components/azure-content-understanding.md) `azure-content-understanding` — azure
- [Microsoft Discovery](https://localhost:3000/catalogue/components/azure-discovery.md) `azure-discovery` — azure
- [Azure Document Intelligence](https://localhost:3000/catalogue/components/azure-document-intelligence.md) `azure-document-intelligence` — azure
- [Foundry Agent Service](https://localhost:3000/catalogue/components/azure-foundry-agent-service.md) `azure-foundry-agent-service` — azure
- [Foundry Models](https://localhost:3000/catalogue/components/azure-foundry-models.md) `azure-foundry-models` — azure
- [Azure AI Immersive Reader](https://localhost:3000/catalogue/components/azure-immersive-reader.md) `azure-immersive-reader` — azure
- [Azure OpenAI in Foundry Models](https://localhost:3000/catalogue/components/azure-openai.md) `azure-openai` — azure
- and 85 more: https://localhost:3000/catalogue/kinds/ai-service.md

## Use it in a design

```yaml
nodes:
  - { id: "aws-lookout-for-equipment", component: "aws-lookout-for-equipment" }
```

## Source (`component` YAML, verbatim)

```yaml
# yaml-language-server: $schema=../../schema/component.schema.json
# Amazon Lookout for Equipment: managed anomaly detection for industrial equipment that trains on historical sensor data in Amazon S3 and runs an inference scheduler over new readings. Sunset, end of support 7 October 2026; placeable until end of support.
# "What is Amazon Lookout for Equipment?" states a single model covers up to 300 sensors, that training data is uploaded to an Amazon S3 bucket and that the trained model is deployed to process new sensor data; "CreateInferenceScheduler" gives the data upload frequency choices of 5, 10, 15, 30 and 60 minutes, which is also how often inference runs, and leaves the choice required rather than defaulted.
schemaVersion: "1"
type: "component"
id: "aws-lookout-for-equipment"
kind: "ai-service"
provider: "aws"
docs: "https://docs.aws.amazon.com/lookout-for-equipment/latest/ug/what-is.html"
defaults:
  auth: "iam"
  modality: "structured"
  managed: true
  publicEndpoint: true
  customerManagedKeys: false
properties:
  inferenceFrequencyMinutes:
    type: "integer"
  maxSensorsPerModel:
    type: "integer"
    default: 300
  labelledFailureData:
    type: "boolean"
    default: false
  offConditionSensor:
    type: "boolean"
    default: false
```

Human page: https://localhost:3000/catalogue/components/aws-lookout-for-equipment