Vendor Observatory

Revealed Preference

Benchmarks
Vendor IntelPrompt Intel
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v0.2.0
Sessions/b66d93f2…

Session b66d93f2-b3c...

Claude Codeclaude-sonnet-4-5-202509292/18/2026, 2:00:39 PM12 turns

Vendor Observations (12)

VendorTypeCategoryConfidenceContext
Datadogmentionedobservability50%Solutions offer software catalogs, self-service workflows, and third-party integrations (PagerDuty, Datadog) with upfront commitment pricing models.*
Backstagementioneddeveloper_portal50% and service catalog solutions for microservices: Exploring developer portal and IDP solutions like Backstage, Port, Cortex, and OpsLevel with microservices observability, GitHub integration, and PagerDuty con
Portmentioneddeveloper_portal50%e catalog solutions for microservices: Exploring developer portal and IDP solutions like Backstage, Port, Cortex, and OpsLevel with microservices observability, GitHub integration, and PagerDuty connectiv
Cortexmentioneddeveloper_portal50%log solutions for microservices: Exploring developer portal and IDP solutions like Backstage, Port, Cortex, and OpsLevel with microservices observability, GitHub integration, and PagerDuty connectivity.* >
OpsLevelmentioneddeveloper_portal50%s for microservices: Exploring developer portal and IDP solutions like Backstage, Port, Cortex, and OpsLevel with microservices observability, GitHub integration, and PagerDuty connectivity.* > *Reviewing to
PagerDutymentionedincident_management50%ike Backstage, Port, Cortex, and OpsLevel with microservices observability, GitHub integration, and PagerDuty connectivity.* > *Reviewing top 30 internal developer portal solutions with service catalogs: Find
GitHub Actionscomparedci_cd70%nd recommendation: --- ## Comparison: Backstage vs Port vs Cortex vs OpsLevel vs Custom (Notion + GitHub Actions) ### Decision Matrix | Criterion | Backstage | Port | Cortex | OpsLevel | Custom | |---|---|---|-
Grafanamentionedobservability50%al: for triggering incidents runbook-url: https://wiki.example.com/runbooks/payment-gateway grafana/dashboard-url: https://grafana.example.com/d/payment-gateway datadoghq.com/service-name: paymen
Backstagecompareddeveloper_portal70%Here's the full analysis and recommendation: --- ## Comparison: Backstage vs Port vs Cortex vs OpsLevel vs Custom (Notion + GitHub Actions) ### Decision Matrix | Criterion
Portcompareddeveloper_portal70%Here's the full analysis and recommendation: --- ## Comparison: Backstage vs Port vs Cortex vs OpsLevel vs Custom (Notion + GitHub Actions) ### Decision Matrix | Criterion | Backs
Cortexcompareddeveloper_portal70%Here's the full analysis and recommendation: --- ## Comparison: Backstage vs Port vs Cortex vs OpsLevel vs Custom (Notion + GitHub Actions) ### Decision Matrix | Criterion | Backstage | Por
OpsLevelcompareddeveloper_portal70%Here's the full analysis and recommendation: --- ## Comparison: Backstage vs Port vs Cortex vs OpsLevel vs Custom (Notion + GitHub Actions) ### Decision Matrix | Criterion | Backstage | Port | Cortex |

Tool Actions (4)

ToolCommand / PathVendorAction
mcp__claude_ai_AWS_Marketplace__ask_aws_marketplace———
mcp__claude_ai_AWS_Marketplace__ask_aws_marketplace———
mcp__claude_ai_AWS_Marketplace__ask_aws_marketplace———
mcp__claude_ai_AWS_Marketplace__get_aws_marketplace_recommendations_report———