Amazon Lookout for Equipment

aws AI serviceaws-lookout-for-equipment

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

Provider: aws
Kind: AI service
Category: Compute
Official docs: https://docs.aws.amazon.com/lookout-for-equipment/latest/ug/what-is.html

Properties · 5 set by this component

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 · component property	integer	—	no	—	inherited
keyStore	boolean	—	no	false	inherited
labelledFailureData · component property	boolean	—	no	false	inherited
managed	boolean	—	no	false	▸ true
maxSensorsPerModel · component property	integer	—	no	300	inherited
modality	enum	text \| vision \| speech \| multimodal \| structured \| image \| video \| audio \| embedding \| rerank	no	—	▸ structured
offConditionSensor · component property	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

Rules that apply · 2

Every rule whose selector covers this component's kind or its category. Whether a rule fires depends on the design: its properties, its edges and its groups.

AI API key not managedwarning

ai-api-key-unmanaged

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.

— 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 redundancyerror

stateful-node-without-zone-redundancy

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.

— 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

Use it in a design

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

Other AI service products · 125

and 85 more → AI service page

Source

1# yaml-language-server: $schema=../../schema/component.schema.json
2# 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.
3# "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.
4schemaVersion: "1"
5type: "component"
6id: "aws-lookout-for-equipment"
7kind: "ai-service"
8provider: "aws"
9docs: "https://docs.aws.amazon.com/lookout-for-equipment/latest/ug/what-is.html"
10defaults:
11  auth: "iam"
12  modality: "structured"
13  managed: true
14  publicEndpoint: true
15  customerManagedKeys: false
16properties:
17  inferenceFrequencyMinutes:
18    type: "integer"
19  maxSensorsPerModel:
20    type: "integer"
21    default: 300
22  labelledFailureData:
23    type: "boolean"
24    default: false
25  offConditionSensor:
26    type: "boolean"
27    default: false

The same page as markdown, for an agent: /catalogue/components/aws-lookout-for-equipment.md