# Amazon Lookout for Vision

**Canonical:** https://apis.io/providers/amazon-lookout-for-vision/  
**Website:** https://aws.amazon.com/lookout-for-vision/  
**APIs profiled:** 2

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.

## Kin Score — 46.5 / 100 (developing)

Scored 2026-08-20 under rubric 0.12.0. Trend: flat (+0.0 from 46.5).

| Facet | Score |
|---|---|
| Discoverability | 68.5 |
| Contract Quality | 67.1 |
| Governance | 25.0 |
| Contract Governance | 25.0 |
| Operational Transparency | 26.3 |
| Developer Ergonomics | 31.0 |
| Commercial Clarity | 51.3 |
| Access Clarity | 51.3 |

## Agent readiness — 35.9 (agent-ready)

| Dimension | Value |
|---|---|
| Spec Presence | yes |
| Agentic Access | derived |
| Reversibility Documented | no |
| MCP Server | no |
| Auth Clarity | yes |
| Idempotency | no |
| Error Semantics | verified |
| OpenAPI Examples | no |
| Rate Limit Signal | documented |
| Event Surface Described | no |
| Agent Skills | no |
| Well Known Catalog | no |
| Consent Identity | no |
| Agent Card | no |
| Dry Run Mode | no |

## Access

Freemium · Self-serve signup — onboarding: self-serve, pricing: freemium, trial: no (confidence: high).

## APIs (2)

- **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.

## Agentic access (1)

- **Amazon Lookout For Vision Agentic Access** — 22 operations · 13 acting · 1 human-in-the-loop

## Security (4)

- **Amazon Lookout For Vision Authentication** — apiKey · 1 scheme
- **Amazon Lookout For Vision Domain Security** — TLSv1.3 · HSTS · DMARC
- **Amazon Lookout For Vision Vulnerability Disclosure** — security.txt · contact published
- **Amazon Lookout For Vision Trust Center** — PCI DSS, HIPAA, FedRAMP, GDPR, FIPS 140

## Plans (1)

- **Amazon Lookout For Vision Plans Pricing**

## Use cases (5)

- **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.

## Tags

Computer-Vision, Machine-Learning, Manufacturing, Quality Inspection, Anomaly Detection

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Profiled by [API Evangelist](https://apievangelist.com) and published on [APIs.io](https://apis.io/providers/amazon-lookout-for-vision/). Scores are computed from the provider's own public artifacts under a published rubric.