# Amazon SageMaker Ground Truth

> Service that helps organizations customize AI models through human feedback and expert guidance to improve accuracy and performance for specific use cases

- **Canonical URI:** https://www.vioscale.ai/software/amazon-sagemaker-ground-truth
- **Category:** Data Labeling
- **Homepage:** https://aws.amazon.com/sagemaker/groundtruth/
- **Also known as:** amazon-sagemaker-ground-truth
- **Profile claimed by vendor:** no
- **Last updated:** 2026-08-21T11:13:37.607Z

## Vioscale score

**54.5 / 100**, confidence 54% (medium). Computed 2026-09-01.

Composite of weighted, independently-sourced signals (no user reviews, no vendor payment).

| Signal | Score | Weight | Contribution | Evidence present |
|---|--:|--:|--:|:--:|
| price_level | 80 | 0.052 | 4.2 | ✓ |
| reliability | 0 | 0.073 | 0 | - |
| capabilities | 28.9 | 0.04877777777777778 | 1.4 | ✓ |
| integrations | 34.6 | 0.04066666666666666 | 1.4 | ✓ |
| security_posture | 35 | 0.073 | 2.6 | ✓ |
| pricing_transparency | 80 | 0.084 | 6.7 | ✓ |

## Pricing

_As of 2026-08-21, [verify at source](https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm). Independently observed._

Usage-based · Free tier

> Pay-as-you-go model with no minimum commitment or upfront fees. Free tier included for most components. Amazon Q Developer charged at fixed rate per user/month. SageMaker Catalog charges per GB, API requests, and compute units after free allotment.

| Plan | Price | Free | Commitment |
|---|---|:--:|---|
| SageMaker AI - Pay-as-you-go | Free | ✓ | - |
| Amazon Q Developer | Fixed cost per user per month | - | monthly |
| SageMaker Catalog | Free | ✓ | - |

### SageMaker AI - Pay-as-you-go

Usage-based pricing for compute, storage, data processing, and model operations

**Included limits:** free_monthly: AWS Free Tier for SageMaker notebooks, API requests, and metadata storage

- Instance usage for training and hosting
- Storage (EBS volumes, S3)
- Data processing jobs
- Model deployment
- MLOps via SageMaker Pipelines and Model Monitor

### Amazon Q Developer

Fixed monthly cost for AI-assisted development and analysis features

- Code generation and testing
- Security scanning
- Resource optimization
- Data integration support
- Natural language query support

### SageMaker Catalog

Pay-as-you-go for metadata management, data discovery, and asset ingestion

**Included limits:** api_requests: 4,000 free per month, compute_units: 0.2 free per month, metadata_storage: 20 MB free per month

- Metadata storage and management
- API requests for data access
- Automatic asset ingestion from data sources
- Scheduled synchronization
- AI-generated business descriptions

## About

A machine learning service that enables organizations to improve generative AI model performance by incorporating human feedback throughout the model lifecycle. It helps transform generic AI models into production-ready solutions optimized for specific business requirements through collaborative fine-tuning, testing, and expert support.

_Independently observed._

## Platform & deployment

- **Platforms:** CLI, Web
- **Deployment:** Cloud / SaaS

## Integrations (15)

_Independently observed._

- Amazon S3
- Amazon Redshift
- AWS Glue
- Amazon Athena
- Amazon EMR
- Amazon MWAA
- JupyterLab
- Amazon Bedrock
- SageMaker Pipelines
- SageMaker Model Monitor
- SageMaker Feature Store
- SageMaker Data Wrangler
- Amazon Q
- CloudWatch
- CloudTrail

## Capabilities

_The capabilities that matter for Data Labeling. "-" = undocumented, not absent._

| Capability | Supported |
|---|:--:|
| **Capabilities** | |
| Model assisted labeling | ✓ |
| Programmatic labeling | - |
| Rlhf preference data | - |
| On prem private cloud | ✗ |
| Open source | ✗ |
| SOC2 | - |

## Facts

Every value below carries its source and our confidence. Facts are re-crawled on a freshness schedule.

### pricing

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| pricing.free_tier | yes | [link](https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm) | 2026-08-21 | 60% (medium) |
| pricing.model | freemium | [link](https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm) | 2026-08-21 | 60% (medium) |
| pricing.price_level | low | [link](https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm) | 2026-08-21 | 60% (medium) |
| pricing.transparent | yes | [link](https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm) | 2026-08-21 | 60% (medium) |

### integrations

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| integrations.count | 15 | [link](https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm) | 2026-08-21 | 60% (medium) |

### market

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| market.availability | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | [link](https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm) | 2026-08-21 | 75% (high) |

### security

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| security.disclosure_policy | yes | [link](https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm) | 2026-08-21 | 60% (medium) |
| security.fedramp | yes | [link](https://aws.amazon.com/trust-center/?nc1=f_cc) | 2026-08-21 | 75% (high) |
| security.gdpr | yes | [link](https://aws.amazon.com/trust-center/?nc1=f_cc) | 2026-08-21 | 75% (high) |
| security.hipaa | yes | [link](https://aws.amazon.com/trust-center/?nc1=f_cc) | 2026-08-21 | 75% (high) |
| security.pci | yes | [link](https://aws.amazon.com/trust-center/?nc1=f_cc) | 2026-08-21 | 75% (high) |

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*Source: Vioscale (https://www.vioscale.ai/software/amazon-sagemaker-ground-truth). Independent, evidence-based software intelligence. Cite the canonical URI.*