Amazon Lookout for Vision
Amazon Lookout for Vision is a machine learning service that spots defects and anomalies in visual representations using computer vision. With just a small sample of images, it builds a custom computer vision model to enable you to identify damaged products or issues before production issues arise. It supports projects, datasets, model training, and real-time anomaly detection.
Amazon Lookout for Vision publishes 2 APIs on the APIs.io network: Projects API and Tags API. Tagged areas include Computer Vision, Machine Learning, Manufacturing, Quality Inspection, and Anomaly Detection.
The Amazon Lookout for Vision catalog on APIs.io includes 1 JSON-LD context and 2 Spectral governance rulesets.
Amazon Lookout for Vision’s developer surface includes authentication, developer portal, documentation, support, engineering blog, developer console, signup flow, and 13 more developer resources.
Kin Score
APIs 2
Individual APIs this provider publishes, each with its own machine-readable definition.
Amazon Lookout for Vision Projects API
The Projects API from Amazon Lookout for Vision — 12 operation(s) for projects.
Amazon Lookout for Vision Tags API
The Tags API from Amazon Lookout for Vision — 2 operation(s) for tags.
Postman Collections 2
Ready-to-run Postman collections for exercising this provider's APIs.
Pricing Plans 1
Published pricing tiers and plan structures.
Rate Limits 1
Documented rate limits and quota policies.
Amazon Lookout For Vision Rate Limits
RATE LIMITSFinOps 1
Cost, billing, and metering signals for API financial operations.
Features 5
Notable capabilities this provider offers.
Custom Computer Vision Models
Build custom visual inspection models with just a small sample of images, no ML expertise required.
Real-Time Defect Detection
Run inference on images in real time to detect defects and anomalies on the production line.
Edge Deployment
Package and deploy models to edge devices for local inference without cloud connectivity.
Dataset Management
Manage labeled training and test datasets directly through the API.
Model Packaging Jobs
Package trained models for deployment to AWS IoT Greengrass edge devices.
Semantic Vocabularies 1
JSON-LD contexts and semantic vocabularies used across these APIs.
Spectral Rules 2
Spectral governance rulesets for linting and validating these APIs.
Amazon Lookout for Vision API Rules
SPECTRALAmazon Lookout for Vision API Rules
SPECTRALJSON Schema 131
Standalone JSON Schema definitions for this provider's data models.
AnomalyClassFilter
JSON SCHEMAAnomalyList
JSON SCHEMAAnomalyMask
JSON SCHEMAAnomalyName
JSON SCHEMAAnomaly
JSON SCHEMABoolean
JSON SCHEMAClientToken
JSON SCHEMAColor
JSON SCHEMACompilerOptions
JSON SCHEMAComponentDescription
JSON SCHEMAComponentName
JSON SCHEMAComponentVersionArn
JSON SCHEMAComponentVersion
JSON SCHEMAContentType
JSON SCHEMACreateDatasetRequest
JSON SCHEMACreateDatasetResponse
JSON SCHEMACreateModelRequest
JSON SCHEMACreateModelResponse
JSON SCHEMACreateProjectRequest
JSON SCHEMACreateProjectResponse
JSON SCHEMADatasetChanges
JSON SCHEMADatasetDescription
JSON SCHEMADatasetEntryList
JSON SCHEMADatasetEntry
JSON SCHEMADatasetGroundTruthManifest
JSON SCHEMADatasetImageStats
JSON SCHEMADatasetMetadataList
JSON SCHEMADatasetMetadata
JSON SCHEMADatasetSource
JSON SCHEMADatasetStatusMessage
JSON SCHEMADatasetStatus
JSON SCHEMADatasetType
JSON SCHEMADateTime
JSON SCHEMADeleteDatasetRequest
JSON SCHEMADeleteDatasetResponse
JSON SCHEMADeleteModelRequest
JSON SCHEMADeleteModelResponse
JSON SCHEMADeleteProjectRequest
JSON SCHEMADeleteProjectResponse
JSON SCHEMADescribeDatasetRequest
JSON SCHEMADescribeDatasetResponse
JSON SCHEMADescribeModelPackagingJobRequest
JSON SCHEMADescribeModelPackagingJobResponse
JSON SCHEMADescribeModelRequest
JSON SCHEMADescribeModelResponse
JSON SCHEMADescribeProjectRequest
JSON SCHEMADescribeProjectResponse
JSON SCHEMADetectAnomaliesRequest
JSON SCHEMADetectAnomaliesResponse
JSON SCHEMADetectAnomalyResult
JSON SCHEMAFloat
JSON SCHEMAGreengrassConfiguration
JSON SCHEMAGreengrassOutputDetails
JSON SCHEMAImageSource
JSON SCHEMAImageSourceType
JSON SCHEMAInferenceUnits
JSON SCHEMAInputS3Object
JSON SCHEMAInteger
JSON SCHEMAIsLabeled
JSON SCHEMAKmsKeyId
JSON SCHEMAListDatasetEntriesRequest
JSON SCHEMAListDatasetEntriesResponse
JSON SCHEMAListModelPackagingJobsRequest
JSON SCHEMAListModelPackagingJobsResponse
JSON SCHEMAListModelsRequest
JSON SCHEMAListModelsResponse
JSON SCHEMAListProjectsRequest
JSON SCHEMAListProjectsResponse
JSON SCHEMAListTagsForResourceRequest
JSON SCHEMAListTagsForResourceResponse
JSON SCHEMAModelArn
JSON SCHEMAModelDescriptionMessage
JSON SCHEMAModelDescription
JSON SCHEMAModelHostingStatus
JSON SCHEMAModelMetadataList
JSON SCHEMAModelMetadata
JSON SCHEMAModelPackagingConfiguration
JSON SCHEMAModelPackagingDescription
JSON SCHEMAModelPackagingJobDescription
JSON SCHEMAModelPackagingJobMetadata
JSON SCHEMAModelPackagingJobName
JSON SCHEMAModelPackagingJobStatus
JSON SCHEMAModelPackagingJobsList
JSON SCHEMAModelPackagingMethod
JSON SCHEMAModelPackagingOutputDetails
JSON SCHEMAModelPackagingStatusMessage
JSON SCHEMAModelPerformance
JSON SCHEMAModelStatusMessage
JSON SCHEMAModelStatus
JSON SCHEMAModelVersionNoLatest
JSON SCHEMAModelVersion
JSON SCHEMAOutputConfig
JSON SCHEMAOutputS3Object
JSON SCHEMAPageSize
JSON SCHEMAPaginationToken
JSON SCHEMAPixelAnomaly
JSON SCHEMAProjectArn
JSON SCHEMAProjectDescription
JSON SCHEMAProjectMetadataList
JSON SCHEMAProjectMetadata
JSON SCHEMAProjectName
JSON SCHEMAQueryString
JSON SCHEMAS3BucketName
JSON SCHEMAS3KeyPrefix
JSON SCHEMAS3Location
JSON SCHEMAS3ObjectKey
JSON SCHEMAS3ObjectVersion
JSON SCHEMAStartModelPackagingJobRequest
JSON SCHEMAStartModelPackagingJobResponse
JSON SCHEMAStartModelRequest
JSON SCHEMAStartModelResponse
JSON SCHEMAStopModelRequest
JSON SCHEMAStopModelResponse
JSON SCHEMAStream
JSON SCHEMATagArn
JSON SCHEMATagKeyList
JSON SCHEMATagKey
JSON SCHEMATagList
JSON SCHEMATagResourceRequest
JSON SCHEMATagResourceResponse
JSON SCHEMATag
JSON SCHEMATagValue
JSON SCHEMATargetDevice
JSON SCHEMATargetPlatformAccelerator
JSON SCHEMATargetPlatformArch
JSON SCHEMATargetPlatformOs
JSON SCHEMATargetPlatform
JSON SCHEMAUntagResourceRequest
JSON SCHEMAUntagResourceResponse
JSON SCHEMAUpdateDatasetEntriesRequest
JSON SCHEMAUpdateDatasetEntriesResponse
JSON SCHEMAScroll for all 131
JSON Structure 131
JSON Structure definitions describing this provider's data shapes.
Amazon Lookout For Vision Anomaly Class Filter Structure
JSON STRUCTUREAmazon Lookout For Vision Anomaly List Structure
JSON STRUCTUREAmazon Lookout For Vision Anomaly Mask Structure
JSON STRUCTUREAmazon Lookout For Vision Anomaly Name Structure
JSON STRUCTUREAmazon Lookout For Vision Anomaly Structure
JSON STRUCTUREAmazon Lookout For Vision Boolean Structure
JSON STRUCTUREAmazon Lookout For Vision Client Token Structure
JSON STRUCTUREAmazon Lookout For Vision Color Structure
JSON STRUCTUREAmazon Lookout For Vision Compiler Options Structure
JSON STRUCTUREAmazon Lookout For Vision Component Name Structure
JSON STRUCTUREAmazon Lookout For Vision Component Version Structure
JSON STRUCTUREAmazon Lookout For Vision Content Type Structure
JSON STRUCTUREAmazon Lookout For Vision Create Model Request Structure
JSON STRUCTUREAmazon Lookout For Vision Dataset Changes Structure
JSON STRUCTUREAmazon Lookout For Vision Dataset Description Structure
JSON STRUCTUREAmazon Lookout For Vision Dataset Entry List Structure
JSON STRUCTUREAmazon Lookout For Vision Dataset Entry Structure
JSON STRUCTUREAmazon Lookout For Vision Dataset Image Stats Structure
JSON STRUCTUREAmazon Lookout For Vision Dataset Metadata Structure
JSON STRUCTUREAmazon Lookout For Vision Dataset Source Structure
JSON STRUCTUREAmazon Lookout For Vision Dataset Status Structure
JSON STRUCTUREAmazon Lookout For Vision Dataset Type Structure
JSON STRUCTUREAmazon Lookout For Vision Date Time Structure
JSON STRUCTUREAmazon Lookout For Vision Delete Model Request Structure
JSON STRUCTUREAmazon Lookout For Vision Float Structure
JSON STRUCTUREAmazon Lookout For Vision Image Source Structure
JSON STRUCTUREAmazon Lookout For Vision Image Source Type Structure
JSON STRUCTUREAmazon Lookout For Vision Inference Units Structure
JSON STRUCTUREAmazon Lookout For Vision Input S3 Object Structure
JSON STRUCTUREAmazon Lookout For Vision Integer Structure
JSON STRUCTUREAmazon Lookout For Vision Is Labeled Structure
JSON STRUCTUREAmazon Lookout For Vision Kms Key Id Structure
JSON STRUCTUREAmazon Lookout For Vision List Models Request Structure
JSON STRUCTUREAmazon Lookout For Vision List Models Response Structure
JSON STRUCTUREAmazon Lookout For Vision Model Arn Structure
JSON STRUCTUREAmazon Lookout For Vision Model Description Structure
JSON STRUCTUREAmazon Lookout For Vision Model Hosting Status Structure
JSON STRUCTUREAmazon Lookout For Vision Model Metadata List Structure
JSON STRUCTUREAmazon Lookout For Vision Model Metadata Structure
JSON STRUCTUREAmazon Lookout For Vision Model Performance Structure
JSON STRUCTUREAmazon Lookout For Vision Model Status Message Structure
JSON STRUCTUREAmazon Lookout For Vision Model Status Structure
JSON STRUCTUREAmazon Lookout For Vision Model Version Structure
JSON STRUCTUREAmazon Lookout For Vision Output Config Structure
JSON STRUCTUREAmazon Lookout For Vision Output S3 Object Structure
JSON STRUCTUREAmazon Lookout For Vision Page Size Structure
JSON STRUCTUREAmazon Lookout For Vision Pagination Token Structure
JSON STRUCTUREAmazon Lookout For Vision Pixel Anomaly Structure
JSON STRUCTUREAmazon Lookout For Vision Project Arn Structure
JSON STRUCTUREAmazon Lookout For Vision Project Description Structure
JSON STRUCTUREAmazon Lookout For Vision Project Metadata Structure
JSON STRUCTUREAmazon Lookout For Vision Project Name Structure
JSON STRUCTUREAmazon Lookout For Vision Query String Structure
JSON STRUCTUREAmazon Lookout For Vision S3 Bucket Name Structure
JSON STRUCTUREAmazon Lookout For Vision S3 Key Prefix Structure
JSON STRUCTUREAmazon Lookout For Vision S3 Location Structure
JSON STRUCTUREAmazon Lookout For Vision S3 Object Key Structure
JSON STRUCTUREAmazon Lookout For Vision S3 Object Version Structure
JSON STRUCTUREAmazon Lookout For Vision Start Model Request Structure
JSON STRUCTUREAmazon Lookout For Vision Start Model Response Structure
JSON STRUCTUREAmazon Lookout For Vision Stop Model Request Structure
JSON STRUCTUREAmazon Lookout For Vision Stop Model Response Structure
JSON STRUCTUREAmazon Lookout For Vision Stream Structure
JSON STRUCTUREAmazon Lookout For Vision Tag Arn Structure
JSON STRUCTUREAmazon Lookout For Vision Tag Key List Structure
JSON STRUCTUREAmazon Lookout For Vision Tag Key Structure
JSON STRUCTUREAmazon Lookout For Vision Tag List Structure
JSON STRUCTUREAmazon Lookout For Vision Tag Resource Request Structure
JSON STRUCTUREAmazon Lookout For Vision Tag Structure
JSON STRUCTUREAmazon Lookout For Vision Tag Value Structure
JSON STRUCTUREAmazon Lookout For Vision Target Device Structure
JSON STRUCTUREAmazon Lookout For Vision Target Platform Arch Structure
JSON STRUCTUREAmazon Lookout For Vision Target Platform Os Structure
JSON STRUCTUREAmazon Lookout For Vision Target Platform Structure
JSON STRUCTUREScroll for all 131
Examples 131
Example request and response payloads for these APIs.
Scroll for all 131
Security Posture 4
Authentication, domain security, vulnerability disclosure, and trust-center signals.
Agentic Access 1
Recommended x-agentic-access execution contracts for AI agents.
Use Cases 5
What developers build with this provider.
Manufacturing Quality Control
Automate visual inspection of manufactured products to detect surface defects, assembly errors, and damaged items.
Electronics Assembly Inspection
Detect solder defects, missing components, and board damage in electronics manufacturing.
Food and Beverage Quality
Identify contaminated, damaged, or improperly packaged food products on production lines.
Pharmaceutical Packaging
Verify correct labeling, packaging integrity, and tablet quality in pharmaceutical manufacturing.
Automotive Parts Inspection
Detect cracks, scratches, and dimensional defects in automotive components.
Resources
Get Started 4
Portal, sign-up, and the first successful call
Documentation 1
Reference material describing how the API behaves
Agent Surfaces 1
MCP servers, agent skills, and machine-readable catalogs
Design & Contract 2
Pagination, idempotency, versioning, errors, and events
Build 2
SDKs, sample code, and the tooling you integrate with
Access & Security 4
Authentication, authorization, and security posture
Operate 3
Status, limits, changes, and where to get help
Commercial 2
Pricing, plans, and the legal terms of use
Company 1
The organization behind the API