# Amazon SageMaker Ground Truth vs Kili Technology

| Attribute | Amazon SageMaker Ground Truth | Kili Technology |
|---|---|---|
| **Vioscale score** | 53.6 (54% (medium)) | 56.3 (55% (medium)) |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"hybrid":true,"on_prem":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 collaborative data annotation platform that enables teams to label images, video, text, documents, and geospatial imagery to create training datasets for AI and machine learning models. Supports cloud, hybrid, and on-premise deployment options. |
| 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":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"FR","primaryMarkets":["EU","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":"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 | freemium |
| pricing.price_level | low | low |
| pricing.transparent | yes | no |
| security.disclosure_policy | yes | - |
| security.fedramp | yes | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | - | yes |
| security.pci | yes | - |
| security.soc2 | - | yes |

## 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: Vioscale. Generated 2026-09-01T17:35:39.022Z. "-" = undocumented, not absent.*