# Amazon SageMaker Ground Truth vs Kili Technology

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

| Attribute | Amazon SageMaker Ground Truth | Kili Technology |
|---|---|---|
| **vioscaleAI score** | 75 (71% (medium)) | 61.4 (73% (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":"A platform for creating and managing annotated datasets, suitable for geospatial imagery and compliance workflows. Supports cloud-based hosting, traditional on-premise deployment, and hybrid models where the platform runs in the cloud while data remains on-premise. It is indexed under Data Labeling.","source":"https://kili-technology.com","question":"What is Kili Technology?","confidence":0.6},{"answer":"Kili Technology does not publish its prices. Pricing is quoted on request, across 3 plans (Free Trial, Grow and Enterprise), 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://kili-technology.com/pricing","question":"How much does Kili Technology cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Kili Technology. 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://kili-technology.com","question":"What platforms does Kili Technology support?","confidence":0.6},{"answer":"Yes. Kili Technology can be deployed cloud / SaaS, hybrid, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://kili-technology.com","question":"Can Kili Technology be self-hosted?","confidence":0.6},{"answer":"We have confirmed 7 integrations for Kili Technology, including Microsoft Azure Marketplace, Google Cloud, Kubernetes, Docker, Python SDK, REST API and SSO. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://kili-technology.com/pricing","question":"What does Kili Technology integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for Kili Technology. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Kili Technology not holding them. Always confirm compliance directly before you rely on it.","source":"https://kili-technology.com/blog/ai-for-compliance-what-why-how","question":"What security certifications does Kili Technology have?","confidence":0.7},{"answer":"Kili Technology is available worldwide. Its primary markets are the EU and the United States. The vendor is headquartered in France.","source":"https://kili-technology.com/pricing","question":"Where is Kili Technology available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"hybrid":true,"air_gapped":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 platform for creating and managing annotated datasets, suitable for geospatial imagery and compliance workflows. Supports cloud-based hosting, traditional on-premise deployment, and hybrid models where the platform runs in the cloud while data remains on-premise. Also available for deployment in customer Azure accounts. |
| features.capabilities | `{"open_source":false,"on_prem_private_cloud":false,"model_assisted_labeling":true}` | `{"soc2":true,"open_source":true,"rlhf_preference_data":false,"on_prem_private_cloud":true,"programmatic_labeling":true,"model_assisted_labeling":true}` |
| integrations.count | 15 | 7 |
| 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":"Microsoft Azure Marketplace"},{"name":"Google Cloud"},{"name":"Kubernetes"},{"name":"Docker"},{"name":"Python SDK"},{"name":"REST API"},{"name":"SSO"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"FR","primaryMarkets":["EU","US"],"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":"subscription","plans":[{"free":true,"name":"Free Trial","summary":"Free, 1 seat, 100 text/doc/image assets, 5 video/satellite assets","features":["AI-assisted labeling","Basic annotation tools"],"minSeats":1,"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Testing plan with limited assets and basic AI features","contactSales":false,"includedLimits":{"team_seats":"1","video_satellite_assets":"5","text_document_image_assets":"100"}},{"free":false,"name":"Grow","summary":"Custom pricing. Up to 20 seats, 50k assets, API/SDK, professional support","features":["API & Python SDK","AI-assisted labeling","Quality control workflows","SSO integration","Custom support levels","Professional services access"],"description":"Scalable plan for growing teams with API access and professional support","contactSales":true,"includedLimits":{"assets":"Up to 50,000","team_seats":"Up to 20"}},{"free":false,"name":"Enterprise","summary":"Custom pricing. On-premise deployment, advanced security, compliance support","features":["Custom seat allocation","Custom terms","SSO integration","Advanced security features","On-premise deployment","Data regulations compliance support","Full API & Python SDK access"],"description":"Custom enterprise plan with on-premise deployment and compliance support","contactSales":true}],"addOns":[{"name":"Cloud Storage"},{"name":"Additional Assets"},{"name":"Additional Seats"},{"name":"Dedicated Labeling Services"},{"name":"On-premise Deployment"},{"name":"Data Regulations Compliance Support"}],"summary":"Free trial available. Grow plan starting at custom pricing. Enterprise with custom terms and on-premise options.","currency":"USD","freeTier":true,"sourceUrl":"https://kili-technology.com/pricing","retrievedAt":"2026-08-25T08:25:38.690Z","freeTrialDays":14}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | quote |
| pricing.price_level | low | low |
| 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"}]` | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"ISO 27001","status":"active"},{"name":"HIPAA","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://kili-technology.com/blog/ai-for-compliance-what-why-how |

## Capabilities (Data Labeling)

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

*Source: vioscaleAI. Generated 2026-10-16T20:02:00.002Z. "-" = undocumented, not absent.*