# Amazon SageMaker Ground Truth vs Toloka

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

| Attribute | Amazon SageMaker Ground Truth | Toloka |
|---|---|---|
| **vioscaleAI score** | 75 (71% (medium)) | 52.5 (58% (medium)) |
| content.faq | `[{"answer":"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. It is indexed under Data Labeling.","source":"https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm","question":"What is Amazon SageMaker Ground Truth?","confidence":0.6},{"answer":"Amazon SageMaker Ground Truth offers a free tier, so you can start without paying. Paid plans are also available: SageMaker AI - Pay-as-you-go, Amazon Q Developer and SageMaker Catalog. Pricing changes often, so verify at source before relying on it.","source":"https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm","question":"Is Amazon SageMaker Ground Truth free?","confidence":0.6},{"answer":"Amazon SageMaker Ground Truth supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm","question":"What platforms does Amazon SageMaker Ground Truth support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Amazon SageMaker Ground Truth, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm","question":"Can Amazon SageMaker Ground Truth be self-hosted?","confidence":0.6},{"answer":"We have confirmed 15 integrations for Amazon SageMaker Ground Truth, including Amazon S3, Amazon Redshift, AWS Glue, Amazon Athena, Amazon EMR, Amazon MWAA, JupyterLab and Amazon Bedrock, plus 7 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm","question":"What does Amazon SageMaker Ground Truth integrate with?","confidence":0.6},{"answer":"We have independently confirmed HIPAA and GDPR for Amazon SageMaker Ground Truth. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Amazon SageMaker Ground Truth not holding them. Always confirm compliance directly before you rely on it.","source":"https://aws.amazon.com/trust-center/?nc1=f_cc","question":"What security certifications does Amazon SageMaker Ground Truth have?","confidence":0.7}]` | `[{"answer":"Platform that builds custom data collection and annotation pipelines for AI model development, leveraging a network of specialists across domains to create training datasets, preference data, and quality assurance for LLMs and AI agents. It is indexed under Data Labeling.","source":"https://toloka.ai/arena-pricing","question":"What is Toloka?","confidence":0.6},{"answer":"Toloka does not publish its prices. Pricing is quoted on request, so the figure depends on your seat count and requirements. We record this as a pricing-transparency signal rather than guessing a number. Pricing changes often, so verify at source before relying on it.","source":"https://toloka.ai/arena-pricing","question":"How much does Toloka cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Toloka. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://toloka.ai/arena-pricing","question":"What platforms does Toloka support?","confidence":0.6},{"answer":"Yes. Toloka can be deployed cloud / SaaS and on-premise, so it does not have to run on the vendor's infrastructure.","source":"https://toloka.ai/arena-pricing","question":"Can Toloka be self-hosted?","confidence":0.6},{"answer":"We have confirmed 6 integrations for Toloka, including Nebius, Microsoft Azure, Zendesk, Databricks, Tavily and Model Context Protocol (MCP). This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://toloka.ai/arena-pricing","question":"What does Toloka integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for Toloka. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Toloka not holding them. Always confirm compliance directly before you rely on it.","source":"https://toloka.ai/security/security-principles","question":"What security certifications does Toloka have?","confidence":0.7},{"answer":"Toloka is available worldwide. Its primary markets are the United States, Switzerland and the EU. The vendor is headquartered in Switzerland.","source":"https://toloka.ai/arena-pricing","question":"Where is Toloka available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"on_prem":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. | Toloka is a data curation platform where users specify their annotation goals and an agent automatically assembles the complete data collection and labeling workflow. It combines a network of 200,000+ domain experts with AI-assisted quality validation to produce training datasets for language models, AI agents, and other machine learning systems. |
| features.capabilities | `{"open_source":false,"on_prem_private_cloud":false,"model_assisted_labeling":true}` | `{"soc2":true,"open_source":false,"rlhf_preference_data":true,"on_prem_private_cloud":true,"programmatic_labeling":true,"model_assisted_labeling":true}` |
| integrations.count | 15 | 6 |
| 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"}]` | `[{"name":"Nebius"},{"name":"Microsoft Azure"},{"name":"Zendesk"},{"name":"Databricks"},{"name":"Tavily"},{"name":"Model Context Protocol (MCP)"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"CH","primaryMarkets":["US","CH","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":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":"quote","summary":"Contact sales for pricing","freeTier":false,"sourceUrl":"https://toloka.ai/arena-pricing","retrievedAt":"2026-09-10T09:12:26.177Z"}` |
| pricing.free_tier | yes | no |
| pricing.model | freemium | quote |
| pricing.price_level | low | unknown |
| pricing.transparent | yes | no |
| security.certifications | `[{"name":"PCI-DSS","status":"active"},{"name":"HIPAA/HITECH","status":"active"},{"name":"FedRAMP","status":"active"},{"name":"FIPS 140-3","status":"active"}]` | - |
| security.disclosure_policy | yes | - |
| security.fedramp | yes | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | yes | yes |
| security.pci | yes | - |
| security.soc2 | yes | yes |
| security.trust_center | https://aws.amazon.com/security/?nc1=f_cc | https://toloka.ai/legal/privacy-notice |

## Capabilities (Data Labeling)

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

*Source: vioscaleAI. Generated 2026-10-16T19:19:16.483Z. "-" = undocumented, not absent.*