# Amazon SageMaker Ground Truth vs Doccano

**Leader by Vioscale score:** Amazon SageMaker Ground Truth

| Attribute | Amazon SageMaker Ground Truth | Doccano |
|---|---|---|
| **Vioscale score** | 54.5 (54% (medium)) | 28.1 (28% (low)) |
| activity.commits_last_30d | - | 0 |
| adoption.dependent_repos | - | 7 |
| adoption.github_stars | - | 10,758 |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | 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. | A web-based data labeling tool that enables users to annotate text for machine learning tasks including text classification, sequence labeling, and sequence-to-sequence tasks. Projects can be set up by uploading datasets and working through annotations collaboratively via a browser interface or REST API. |
| features.capabilities | `{"open_source":false,"on_prem_private_cloud":false,"model_assisted_labeling":true}` | - |
| integrations.count | 15 | 0 |
| integrations.list | `[{"name":"Amazon S3"},{"name":"Amazon Redshift"},{"name":"AWS Glue"},{"name":"Amazon Athena"},{"name":"Amazon EMR"},{"name":"Amazon MWAA"},{"name":"JupyterLab"},{"name":"Amazon Bedrock"},{"name":"SageMaker Pipelines"},{"name":"SageMaker Model Monitor"},{"name":"SageMaker Feature Store"},{"name":"SageMaker Data Wrangler"},{"name":"Amazon Q"},{"name":"CloudWatch"},{"name":"CloudTrail"}]` | - |
| language.primary | - | Python |
| license.spdx | - | MIT |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"usage","plans":[{"free":true,"name":"SageMaker AI - Pay-as-you-go","summary":"Pay-as-you-go with no upfront commitments. Charges based on compute, storage, and data processing usage.","features":["Instance usage for training and hosting","Storage (EBS volumes, S3)","Data processing jobs","Model deployment","MLOps via SageMaker Pipelines and Model Monitor"],"description":"Usage-based pricing for compute, storage, data processing, and model operations","contactSales":false,"includedLimits":{"free_monthly":"AWS Free Tier for SageMaker notebooks, API requests, and metadata storage"}},{"free":false,"name":"Amazon Q Developer","summary":"Fixed cost per user per month","features":["Code generation and testing","Security scanning","Resource optimization","Data integration support","Natural language query support"],"minSeats":1,"commitment":"monthly","description":"Fixed monthly cost for AI-assisted development and analysis features","contactSales":false},{"free":true,"name":"SageMaker Catalog","summary":"$0.4/GB metadata storage, $10 per 100k API requests, $1.776 per compute unit (beyond free tier)","features":["Metadata storage and management","API requests for data access","Automatic asset ingestion from data sources","Scheduled synchronization","AI-generated business descriptions"],"components":[{"per":{"qty":1,"unit":"GB_metadata"},"kind":"metered","amount":0.4,"period":"month","currency":"USD"},{"per":{"qty":100000,"unit":"requests"},"kind":"metered","amount":10,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"compute_unit"},"kind":"metered","amount":1.776,"period":"month","currency":"USD"}],"description":"Pay-as-you-go for metadata management, data discovery, and asset ingestion","contactSales":false,"includedLimits":{"api_requests":"4,000 free per month","compute_units":"0.2 free per month","metadata_storage":"20 MB free per month"}}],"summary":"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.","currency":"USD","freeTier":true,"sourceUrl":"https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm","retrievedAt":"2026-08-21T11:11:08.213Z","billingPeriods":["month"]}` | `{"type":"open_source","freeTier":true,"sourceUrl":"https://doccano.github.io/doccano/","retrievedAt":"2026-08-20T16:31:06.046Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | open_source |
| pricing.price_level | low | free |
| pricing.transparent | yes | yes |
| release.cadence_days | - | 10 |
| release.history | - | `[{"url":"https://github.com/doccano/doccano/releases/tag/v1.8.5","date":"2026-01-11T15:19:29Z","type":"stable","version":"v1.8.5"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.8.4","date":"2023-07-20T12:01:51Z","type":"stable","version":"v1.8.4"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.8.3","date":"2022-12-08T12:12:53Z","type":"stable","version":"v1.8.3"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.8.2","date":"2022-11-29T02:07:31Z","type":"stable","version":"v1.8.2"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.8.1","date":"2022-11-28T02:36:08Z","type":"stable","version":"v1.8.1"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.8.0","date":"2022-07-11T02:46:10Z","type":"stable","version":"v1.8.0"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.7.0","date":"2022-05-19T08:52:05Z","type":"stable","version":"v1.7.0"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.6.2","date":"2022-03-14T05:33:45Z","type":"stable","version":"v1.6.2"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.6.1","date":"2022-03-14T01:33:47Z","type":"stable","version":"v1.6.1"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.6.0","date":"2022-03-11T06:30:30Z","type":"stable","version":"v1.6.0"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.5.5","date":"2021-12-03T05:38:10Z","type":"stable","version":"v1.5.5"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.5.4","date":"2021-12-01T01:55:21Z","type":"stable","version":"v1.5.4"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.5.3","date":"2021-11-30T23:28:14Z","type":"stable","version":"v1.5.3"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.5.2","date":"2021-11-09T06:03:39Z","type":"stable","version":"v1.5.2"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.5.1","date":"2021-11-05T05:41:26Z","type":"stable","version":"v1.5.1"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.5.0","date":"2021-10-25T06:03:17Z","type":"stable","version":"v1.5.0"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.4.1","date":"2021-05-25T01:28:02Z","type":"stable","version":"v1.4.1"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.4.0","date":"2021-05-18T02:07:49Z","type":"stable","version":"v1.4.0"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.3.1","date":"2021-04-26T05:55:52Z","type":"stable","version":"v1.3.1"},{"url":"https://github.com/doccano/doccano/releases/tag/v1.3.0","date":"2021-04-21T07:23:08Z","type":"stable","version":"v1.3.0"}]` |
| security.disclosure_policy | yes | - |
| security.fedramp | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.pci | yes | - |
| security.scorecard | - | 4.6 |
| security.vulnerabilities | - | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=doccano&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (Data Labeling)

| Capability | Amazon SageMaker Ground Truth | Doccano |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Model assisted labeling | ✓ | - |
| Programmatic labeling | - | - |
| Rlhf preference data | - | - |
| On prem private cloud | ✗ | - |
| Open source | ✗ | - |
| SOC2 | - | - |

*Source: Vioscale. Generated 2026-09-01T17:24:13.337Z. "-" = undocumented, not absent.*