# AWS Bedrock Prompt Management vs Orq.ai

**Leader by Vioscale score:** Orq.ai

| Attribute | AWS Bedrock Prompt Management | Orq.ai |
|---|---|---|
| **Vioscale score** | 54.1 (42% (low)) | 74.4 (55% (medium)) |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":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. | Orq.ai is an AI gateway platform that routes requests across 500+ models from 30+ providers through a single OpenAI-compatible API. It includes built-in observability for tracing every request, governance tools for compliance and cost management, and support for managing agents. The platform supports cloud, hybrid, and on-premises deployment options. |
| features.capabilities | - | `{"ab_testing":true,"pricing_model":"usage/seat-based-saas","self_hostable":true,"deployment_model":"managed-SaaS","multi_step_flows":true,"tracing_included":true,"versioning_model":"UI-hosted registry","approval_workflow":true,"diff_and_rollback":true,"non_engineer_editing":true,"multi_model_playground":true,"llm_judge_or_human_eval":true}` |
| integrations.count | 15 | 15 |
| 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"},{"name":"Mistral"},{"name":"Azure AI Foundry"},{"name":"Vertex AI"},{"name":"LiteLLM"},{"name":"LangGraph"},{"name":"OpenAI Agents"},{"name":"CrewAI"},{"name":"Vercel AI"},{"name":"OpenTelemetry"},{"name":"VS Code"},{"name":"Slack"},{"name":"Teams"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"NL","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":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":"subscription","plans":[{"free":false,"name":"Pay-as-you-go","summary":"€35/studio seat/month + 4% platform fee on top of provider costs. 1M requests/month free to start.","features":["500+ models from 30+ providers","OpenAI-compatible API","Full request tracing and observability","Cost and token tracking","Routing policies and fallbacks","Caching and load balancing","Agent management and versioning","Evaluation and benchmarking tools","GDPR and EU AI Act compliance tools","PII redaction and data masking","Slack and webhook alerts","Cloud deployment included"],"commitment":"monthly","components":[{"kind":"per_unit","unit":"studio seat","amount":35,"period":"month","currency":"EUR"},{"of":"provider model costs","kind":"percentage","rate":4}],"description":"Start with 1M free requests per month and included spans, data, and agent runs. Add studio seats at €35/seat/month as needed.","contactSales":false,"includedLimits":{"data":"1GB","spans":"100k","requests":"1M/month","agent_runs":"500"}},{"free":false,"name":"Enterprise","features":["Custom volume pricing","Enterprise SSO (Okta, Microsoft)","SAML/OIDC","Fine-grained RBAC","VPC and on-premises deployment","Air-gapped environments","Dedicated Slack channel","Custom SLA","Data residency options (EU, US, or custom)"],"commitment":"annual","description":"Custom deployment, security, and support options for organizations with specific governance and scale requirements.","contactSales":true}],"summary":"Pay-as-you-go with 1M free requests/month (€35 per studio seat/month + 4% platform fee), or Enterprise with custom pricing","currency":"EUR","freeTier":true,"sourceUrl":"https://orq.ai/pricing","retrievedAt":"2026-08-21T11:11:51.980Z","startingPrice":{"unit":"studio seat","amount":35,"period":"month","currency":"EUR"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | mid |
| pricing.starting_price | - | `{"amount":35,"currency":"EUR"}` |
| pricing.transparent | no | yes |
| security.fedramp | yes | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | - |
| security.iso27001 | yes | yes |
| security.soc2 | yes | yes |

## Capabilities (Prompt Management)

| Capability | AWS Bedrock Prompt Management | Orq.ai |
|---|:--:|:--:|
| **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 | - | Managed SaaS |
| Pricing model | - | Usage/seat based saas |

*Source: Vioscale. Generated 2026-09-01T16:49:16.478Z. "-" = undocumented, not absent.*