# AWS Bedrock Prompt Management vs Promptfoo

| Attribute | AWS Bedrock Prompt Management | Promptfoo |
|---|---|---|
| **Vioscale score** | 52.8 (42% (low)) | 53.5 (55% (medium)) |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` |
| description.long | An AWS platform enabling teams to build, deploy, and manage generative AI applications and agents across multiple foundation models and frameworks, with built-in security, compliance, and enterprise governance features. | A comprehensive LLM security testing solution that automatically scans for vulnerabilities such as prompt injections and jailbreaks through dynamic red teaming. Offers both open-source software for local testing and enterprise SaaS with team collaboration, continuous monitoring, and compliance dashboards. |
| features.capabilities | - | `{"soc2_type_ii":true,"self_hostable":true,"versioning_model":"UI-hosted registry","non_engineer_editing":false,"llm_judge_or_human_eval":true,"llm_as_a_judge_prompt_grading_framework":true,"ci_cd_github_actions_pipeline_blocking_gates":true,"deterministic_regex_and_json_schema_assertions":true,"red_teaming_and_adversarial_vulnerability_scanning":true}` |
| integrations.count | 15 | 6 |
| 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":"OpenAI"},{"name":"Anthropic"},{"name":"Google (Gemini)"},{"name":"DeepSeek"},{"name":"MCP (Model Context Protocol)"},{"name":"CI/CD pipelines"},{"name":"Webhooks"},{"name":"Agent frameworks"},{"name":"CI/CD platforms"},{"name":"GitHub"},{"name":"Python providers"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"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 Unified Studio Free Tier","summary":"Usage-based pricing with free tier. Contact sales for quote.","features":["Core API access (CreateDomain, CreateProject, Search)","Metadata storage and compute","Data processing and ingestion","Monitoring and logging"],"components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":0.4,"currency":"USD","description":"Metadata storage beyond free tier"},{"per":{"qty":100000,"unit":"requests"},"kind":"metered","amount":10,"currency":"USD","description":"API requests beyond free tier"},{"per":{"qty":1,"unit":"credit"},"kind":"metered","amount":0.04,"currency":"USD","description":"Usage-based credits"}],"description":"Core setup and management requests included at no cost","contactSales":false,"includedLimits":{"core_apis":"unlimited","api_requests_free":"4000/month","metadata_storage_free":"20 MB/month"}}],"addOns":[{"name":"AWS Free Tier Credits"}],"summary":"Usage-based with no upfront commitment. Contact for custom quote. Free tier available.","currency":"USD","freeTier":true,"sourceUrl":"https://aws.amazon.com/sagemaker/pricing/?nc2=h_pr_sgm","retrievedAt":"2026-08-19T18:24:31.807Z","billingPeriods":["month"]}` | `{"type":"hybrid","plans":[{"free":true,"name":"Community","features":["All LLM evaluation features","All model providers and integrations","Red teaming (10k probes/month)","Custom integration with your own app","Run locally or self-host on your own infrastructure","Vulnerability scanning","Community support"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Open-source version for individual developers and small teams","contactSales":false,"includedLimits":{"red_teaming_probes":"10k/mo"}},{"free":false,"name":"Enterprise","features":["All Community features","Custom red teaming limits","Team sharing & collaboration","Continuous monitoring","Centralized security/compliance dashboard","Customizable attack profiles and target settings","SSO and granular permission profiles","Promptfoo API access","Managed cloud deployment","Professional services support","Priority support & SLA guarantees"],"description":"Managed cloud platform with team collaboration, continuous monitoring, and compliance features","contactSales":true},{"free":false,"name":"On-Premise","features":["Complete data isolation","On-premise deployment"],"description":"Custom deployment for organizations requiring full control over infrastructure","contactSales":true}],"summary":"Free open-source Community tier; Enterprise and On-Premise plans with custom pricing","currency":"USD","freeTier":true,"sourceUrl":"https://www.promptfoo.dev/pricing/","retrievedAt":"2026-08-19T18:21:49.377Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | low |
| pricing.transparent | no | no |
| security.fedramp | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.iso27001 | yes | yes |
| security.soc2 | yes | yes |

## Capabilities (Prompt Management)

| Capability | AWS Bedrock Prompt Management | Promptfoo |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Versioning model | - | UI hosted registry |
| 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 | - | - |
| Pricing model | - | - |

*Source: Vioscale. Generated 2026-09-01T17:38:51.855Z. "-" = undocumented, not absent.*