# AWS Bedrock Prompt Management vs Humanloop

**Leader by vioscaleAI score:** AWS Bedrock Prompt Management

| Attribute | AWS Bedrock Prompt Management | Humanloop |
|---|---|---|
| **vioscaleAI score** | 77.8 (75% (high)) | 55.9 (75% (high)) |
| content.faq | `[{"answer":"AWS Bedrock provides tools for optimizing, fine-tuning, and evaluating AI model prompts with support for multiple foundation models. It offers flexible pricing tiers and evaluation capabilities including LLM judges and human reviewers. It is indexed under Prompt Management.","source":"https://aws.amazon.com/bedrock/pricing/?nc2=h_pr_br","question":"What is AWS Bedrock Prompt Management?","confidence":0.6},{"answer":"AWS Bedrock Prompt Management offers a free tier, so you can start without paying. Paid plans are also available: Standard, Flex, Priority and Reserved. Pricing changes often, so verify at source before relying on it.","source":"https://aws.amazon.com/bedrock/pricing/?nc2=h_pr_br","question":"Is AWS Bedrock Prompt Management free?","confidence":0.6},{"answer":"We have confirmed browser-based access to AWS Bedrock Prompt Management. 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://aws.amazon.com/bedrock/pricing/?nc2=h_pr_br","question":"What platforms does AWS Bedrock Prompt Management support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for AWS Bedrock Prompt Management, 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/bedrock/pricing/?nc2=h_pr_br","question":"Can AWS Bedrock Prompt Management be self-hosted?","confidence":0.6},{"answer":"We have confirmed 17 integrations for AWS Bedrock Prompt Management, including OpenAI, Asana, AWS SageMaker, Amazon S3, Amazon Redshift, AWS Glue, Amazon Athena and Amazon EMR, plus 9 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/bedrock/pricing/?nc2=h_pr_br","question":"What does AWS Bedrock Prompt Management integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for AWS Bedrock Prompt Management. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as AWS Bedrock Prompt Management not holding them. Always confirm compliance directly before you rely on it.","source":"https://aws.amazon.com/compliance/?nc2=h_dsc_aa_cmp","question":"What security certifications does AWS Bedrock Prompt Management have?","confidence":0.7}]` | `[{"answer":"An enterprise platform that helps teams evaluate language model performance, manage and version prompts, and monitor AI systems in production. It is indexed under Prompt Management.","source":"https://humanloop.com/pricing","question":"What is Humanloop?","confidence":0.6},{"answer":"Humanloop does not publish its prices. Pricing is quoted on request, across 2 plans (Free Trial 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://humanloop.com/pricing","question":"How much does Humanloop cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Humanloop. 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://humanloop.com/pricing","question":"What platforms does Humanloop support?","confidence":0.6},{"answer":"Yes. Humanloop can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://humanloop.com/pricing","question":"Can Humanloop be self-hosted?","confidence":0.6},{"answer":"We have confirmed 5 integrations for Humanloop, including Git, CI/CD pipelines, Vercel AI SDK, OpenAI and Anthropic. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://humanloop.com/pricing","question":"What does Humanloop integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Humanloop. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Humanloop not holding them. Always confirm compliance directly before you rely on it.","source":"https://humanloop.com/platform/compliance-security","question":"What security certifications does Humanloop have?","confidence":0.7},{"answer":"Humanloop is available worldwide. Its primary markets are the United States, the United Kingdom and the EU. The vendor is headquartered in the United Kingdom.","source":"https://humanloop.com/pricing","question":"Where is Humanloop available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | Amazon Bedrock is a cloud service enabling developers to build and run generative AI applications and agents at scale. It provides access to foundation models from multiple providers, along with tools for knowledge base integration, model fine-tuning, prompt optimization, and image generation—all with compliance and security controls built in. | An enterprise platform that helps teams evaluate language model performance, manage and version prompts, and monitor AI systems in production. |
| features.capabilities | `{"pricing_model":"usage/seat-based-saas","self_hostable":false,"deployment_model":"managed-SaaS","multi_step_flows":true,"tracing_included":true,"multi_model_playground":true,"llm_judge_or_human_eval":true}` | `{"ab_testing":true,"soc2_type_ii":true,"pricing_model":"usage/seat-based-saas","self_hostable":true,"multi_step_flows":true,"tracing_included":true,"versioning_model":"hybrid","diff_and_rollback":true,"architecture_model":"managed_cloud_saas","non_engineer_editing":true,"multi_model_playground":true,"llm_judge_or_human_eval":true,"mit_or_apache_permissive_oss_license":false,"production_ab_testing_of_system_prompts":true,"prompt_playground_and_in_dashboard_replay":true,"automated_anomaly_detection_for_rate_limits":true,"multi_step_agentic_workflow_distributed_tracing":true,"user_feedback_score_api_for_thumbs_up_down_tags":true}` |
| integrations.count | 15 | 5 |
| integrations.list | `[{"name":"OpenAI"},{"name":"Asana"},{"name":"AWS SageMaker"},{"name":"Amazon S3"},{"name":"Amazon Redshift"},{"name":"AWS Glue"},{"name":"Amazon Athena"},{"name":"Amazon EMR"},{"name":"AWS Lambda"},{"name":"Amazon API Gateway"},{"name":"Amazon CloudWatch"},{"name":"AWS IAM"},{"name":"LangChain"},{"name":"Strands"},{"name":"Model Context Protocol (MCP)"},{"name":"S3","native":true,"direction":"inbound"},{"name":"SharePoint","native":true,"direction":"inbound"},{"name":"Confluence","native":true,"direction":"inbound"},{"name":"Anthropic Claude","native":true},{"name":"Meta Llama","native":true},{"name":"Mistral AI","native":true},{"name":"Amazon Titan","native":true}]` | `[{"name":"Git"},{"name":"CI/CD pipelines"},{"name":"Vercel AI SDK"},{"name":"OpenAI"},{"name":"Anthropic"},{"name":"CI/CD","native":true,"direction":"inbound"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"regional","availableCountries":["US","JP","IN","BR","SE","IE","DE","ID"],"notAvailableCountries":[]}` | `{"hqCountry":"GB","primaryMarkets":["US","GB","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"web":true}` |
| pricing | `{"type":"usage","plans":[{"free":false,"name":"Standard","summary":"Per-token pricing; rates vary by model","features":["On-demand inference","Foundation model access","Data customization","Knowledge bases"],"commitment":"monthly","description":"On-demand inference with model-dependent per-token pricing","contactSales":false},{"free":false,"name":"Flex","contactSales":false},{"free":false,"name":"Priority","contactSales":false},{"free":false,"name":"Reserved","commitment":"annual","contactSales":false}],"addOns":[{"name":"Batch inference","components":[{"of":"standard_on_demand_pricing","kind":"percentage","rate":50}]},{"name":"Fine-tuning training"},{"name":"Custom model storage","components":[{"per":{"qty":2,"unit":"Custom Model Units per month"},"kind":"metered","amount":1.95,"currency":"USD"}]},{"name":"Custom model inference (5-minute billing)","components":[{"per":{"qty":1,"unit":"minute per Custom Model Unit"},"kind":"metered","amount":0.157,"currency":"USD"}]},{"name":"Knowledge base document processing (Bedrock Data Automation)","components":[{"per":{"qty":1,"unit":"page"},"kind":"metered","amount":0.01,"currency":"USD"}]},{"name":"Knowledge base retrieval (Agentic Retrieval with external LLM)","components":[{"per":{"qty":1000,"unit":"Retrieve API calls"},"kind":"metered","amount":1,"currency":"USD"}]},{"name":"Model evaluation - human tasks","components":[{"per":{"qty":1,"unit":"completed task"},"kind":"metered","amount":0.21,"currency":"USD"}]}],"summary":"Usage-based pricing per token (Standard tier, model-dependent). Batch inference 50% discount. AWS Free Tier available. Fine-tuning, custom models, knowledge base processing, and human evaluation billed separately.","currency":"USD","freeTier":true,"sourceUrl":"https://aws.amazon.com/bedrock/pricing/","retrievedAt":"2026-09-28T13:48:23.245Z","billingPeriods":["month"]}` | `{"type":"subscription","plans":[{"free":true,"name":"Free Trial","summary":"50 eval runs","description":"Limited access to platform features","contactSales":false,"includedLimits":{"eval_runs":"50"}},{"free":false,"name":"Enterprise","summary":"Custom pricing, contact sales","features":["SSO + SAML","Role-based access controls","Hands-on support with SLA","VPC deployment add-on"],"description":"Custom features, dedicated support, and compliance options","contactSales":true}],"addOns":[{"name":"VPC Deployment"}],"summary":"Free trial. Monthly billing with no long-term commitment for standard plans; annual billing available for enterprise.","freeTier":true,"sourceUrl":"https://humanloop.com/pricing","retrievedAt":"2026-09-09T12:26:04.514Z","billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | low |
| pricing.transparent | yes | no |
| security.certifications | `[{"name":"ISO","status":"active"},{"name":"SOC","status":"active"},{"name":"CSA STAR Level 2","level":"Level 2","status":"active"},{"name":"FedRAMP High","level":"High","status":"active"},{"name":"FIPS 140-3","status":"active"},{"name":"NIST 800-171","status":"active"}]` | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"}]` |
| security.disclosure_policy | - | yes |
| security.fedramp | yes | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | yes | - |
| security.pci | yes | - |
| security.soc2 | yes | yes |
| security.trust_center | https://aws.amazon.com/compliance/ | https://humanloop.com/platform/compliance-security |

## Capabilities (Prompt Management)

| Capability | AWS Bedrock Prompt Management | Humanloop |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Versioning model | - | Hybrid |
| Diff and rollback | - | ✓ |
| Deploy without redeploy | - | - |
| Non engineer editing | - | ✓ |
| Multi model playground | ✓ | ✓ |
| Ab testing | - | ✓ |
| LLM judge or human eval | ✓ | ✓ |
| Multi step flows | ✓ | ✓ |
| Approval workflow | - | - |
| Tracing included | ✓ | ✓ |
| Self hostable | ✗ | ✓ |
| Deployment model | Managed SaaS | - |
| Pricing model | Usage/seat based saas | Usage/seat based saas |

*Source: vioscaleAI. Generated 2026-10-16T19:19:00.912Z. "-" = undocumented, not absent.*