# OpsLevel AI visibility in Internal Developer Platforms Canonical: https://devtune.ai/verticals/internal-developer-platforms/opslevel [Website](https://www.opslevel.com/) Updated: 2026-10-19T02:15:43.710953+00:00 Prompts: 25 Runs: 6 ## Platforms - chatgpt-search - bing-copilot-search - perplexity - google-ai - google-ai-mode - xai-search Rank: 5 Total brands: 11 Measured responses: 150 Presence percent: 13.333333333333334 Share of voice percent: 11.241217798594848 Average position: 9.020833333333334 Docs presence percent: 9.333333333333334 Blog presence percent: 3.3333333333333335 Brand mention percent: 34 ## Profile Overview: OpsLevel is a SaaS-delivered internal developer portal (IDP) founded in 2018 and headquartered in Toronto, Canada. Built by ex-PagerDuty and Amazon engineers, it helps engineering organisations gain automated visibility into their software ecosystems, enforce service quality standards, and empower developers with self-service workflows. Core capabilities include an AI-powered software catalog, maturity scorecards and checks, campaign management for cross-cutting initiatives, and self-service actions with templates. OpsLevel integrates with 50+ DevOps tools spanning source control, CI/CD, cloud, observability, security, and incident management. Customers include Okta, Zapier, Hootsuite, Keller Williams, and NerdWallet. The company has raised approximately $20M and operates under the legal entity J/K Labs Inc. Product summary: OpsLevel is an AI-powered internal developer portal that gives engineering teams a unified view of their software catalog, automates service health measurement through scorecards and checks, and enables developer self-service via templated actions and workflows. It is designed for platform engineers, SREs, software developers, and engineering leaders who need to balance developer autonomy with organisational software standards. ### Key capabilities - AI-powered automated software catalog with service discovery, enrichment, and ownership detection - Scorecards and Global Rubric for measuring and enforcing engineering standards across services - Automated health checks and campaign-driven cross-cutting initiatives - Self-service developer actions and service templates with standards baked in - Knowledge Center aggregating API and technical documentation in one place - AI Maintenance Agent for automated code maintenance at scale (Tidra AI) - Customisable dashboards and persona-tailored team homepages - Granular role-based access control (RBAC) - Broad push-and-pull integration ecosystem (50+ integrations) - SOC 2 Type 2 certified, with on-premises and single-tenancy options on Enterprise tier ### Target users - Platform engineers building and maintaining internal developer platforms - Site reliability engineers (SREs) tracking service health and reliability - Software developers seeking self-service access to workflows and documentation - Engineering leaders needing visibility into software standards and team performance - DevOps teams managing large microservices estates - Security and compliance teams enforcing ownership and vulnerability tracking ### Key use cases - Building and maintaining an automated, accurate microservices/software catalog - Tracking and enforcing service ownership in distributed engineering teams - Measuring and improving service maturity via scorecards and automated checks - Enabling developer self-service to reduce platform team toil - Driving cross-org standardisation campaigns (e.g. security, compliance, upgrades) - Accelerating incident response through centralised service metadata and ownership - Supporting platform engineering teams in delivering internal developer portals - Deprecating legacy services and managing tech debt at scale Integrations ecosystem: OpsLevel offers a broad library of push-and-pull integrations spanning source control (GitHub, GitLab), CI/CD (Jenkins, GitHub Actions, Octopus Deploy), cloud infrastructure (AWS, GCP, Azure, Kubernetes, Terraform), observability (Datadog, New Relic, Prometheus, Sumo Logic, Sentry, Rollbar), security (Snyk, SonarQube, Veracode, StackHawk, Sonatype, Prisma Cloud/Palo Alto), incident management (PagerDuty, Opsgenie, FireHydrant, Rootly, Incident.io), ticketing (Jira, ServiceNow), communication (Slack, Microsoft Teams), and identity/SSO (Okta, OneLogin, Ping Identity, SCIM). A Terraform provider, CLI, Helm charts, Jenkins plugin, MCP server, and community-integrations repository are available on GitHub. A Backstage plugin also exists for teams wanting a hybrid approach. Pricing summary: OpsLevel offers two tiers with custom, quote-based pricing — no publicly listed per-seat rates. The Standard plan supports up to 50 users and includes core catalog, scorecards, integrations, self-service actions, Slack/Teams integration, and SSO. The Enterprise plan adds unlimited users, on-premises/single-tenancy options, custom integrations, a dedicated Customer Success Manager, a private Slack/Teams support channel, prioritised roadmap input, and personalised onboarding. Pricing is calculated based on the number of developers using the portal, with volume discounts available. No free trial is offered; a guided demo or interactive product tour is available on request. Review summary: OpsLevel has a small but positive review presence on G2 (approximately 10 reviews) and is listed in Gartner Peer Insights' Internal Developer Portals market. Reviewers consistently praise the single-pane-of-glass visibility into services and the maturity-level scoring system as high-value differentiators. Negative feedback centres on the initial learning curve, the ongoing maintenance burden to keep the portal accurate, and feature gaps relative to dedicated monitoring platforms. Customer testimonials on OpsLevel's own site highlight fast onboarding and strong support responsiveness. Competitive positioning: OpsLevel positions itself as a fully managed, SaaS-native internal developer portal that eliminates the engineering overhead of self-hosting open-source alternatives like Spotify Backstage. Its differentiation centres on three pillars: automated AI-powered catalog enrichment, a flexible scorecards-and-checks standards engine for measuring service maturity, and self-service developer actions — all delivered with a low time-to-value promise (claiming full rollout in ~21 days). Against Atlassian Compass it emphasises tool-agnosticism; against Cortex it highlights breadth of self-service workflows and its newer AI Maintenance Agent; against Port it stresses its standards-first approach and deep SRE/platform-engineering personas. Limitations: OpsLevel has a limited public review footprint (~10 reviews on G2 as of research date), making third-party sentiment data sparse. Reviewers note an initial learning curve and ongoing configuration effort required to keep the portal aligned with evolving team needs. Some users flag that feature coverage is narrower than dedicated observability platforms (e.g., no built-in anomaly detection or root cause analysis). Documentation support within the portal has been noted as limited to REST API docs in some versions. Pricing is entirely custom/quote-based with no published rates, which complicates procurement evaluation. The Standard plan caps at 50 users, which may constrain mid-size organisations before they need to negotiate Enterprise terms. ### Source urls - https://www.opslevel.com/ - https://www.opslevel.com/pricing - https://www.opslevel.com/customers - https://www.opslevel.com/about - https://www.opslevel.com/case-studies/hootsuite - https://www.opslevel.com/case-studies/hudl - https://github.com/opslevel - https://techcrunch.com/2022/03/01/opslevel-raises-15m-to-help-developers-manage-their-microservices/ - https://www.crunchbase.com/organization/opslevel - https://tracxn.com/d/companies/opslevel/__CIJ5eIRmsGH5TSgxKCrlODWLXFkkVEovd1LQ7eFCeHU - https://pitchbook.com/profiles/company/435448-27 - https://www.cbinsights.com/company/opslevel - https://www.g2.com/products/opslevel/reviews - https://www.gartner.com/reviews/market/internal-developer-portals/vendor/opslevel/product/opslevel Reviewed at: 2026-04-28T23:19:34.358+00:00 ### Customer outcomes | Customer | Summary | Metric | | --- | --- | --- | | Hootsuite | Hootsuite used OpsLevel to catalog its 700+ microservices across 50+ engineering teams, eliminating orphaned services and establishing a foundation for standardised service maturity after previously relying on a manually maintained, frequently outdated spreadsheet. | 700+ microservices cataloged across 50+ teams | ### Reviews breakdown ### Review themes #### Praised - Single pane of glass visibility across services and tools - Automated catalog population without requiring a pre-existing inventory - Maturity scorecards and service-level health checks - Strong customer support and onboarding responsiveness - Extensible integrations and API coverage - Service ownership clarity and accountability - Fast time-to-value / quick rollout #### Criticized - Initial learning curve for new users slows adoption - Ongoing configuration effort feels like the 'job is never done' - Feature set narrower than dedicated monitoring/observability platforms - Documentation support limited (e.g. REST-only doc type in some versions) - Alert granularity could be more configurable - Small review corpus limits social proof for procurement teams ### Company facts Founded year: 2018 Hq: Toronto, Canada #### Founders - John Laban - Kenneth Rose Employees range: 50-99 Total funding: $20M Valuation: Not available Arr: Not available Customer count: Not available Status: Private Readiness: Not available ## Ranking | Display name | Pair count | Total pairs | Presence percent | Avg position | | --- | --- | --- | --- | --- | | Port | 55 | 150 | 36.666666666666664 | 5.043103448275862 | | Backstage | 40 | 150 | 26.666666666666668 | 4.268041237113402 | | Humanitec | 26 | 150 | 17.333333333333336 | 4.9523809523809526 | | Cortex | 21 | 150 | 14.000000000000002 | 8.956521739130435 | | OpsLevel | 20 | 150 | 13.333333333333334 | 9.020833333333334 | | Roadie | 19 | 150 | 12.666666666666668 | 10.511111111111111 | | Atlassian Compass | 3 | 150 | 2 | 20.666666666666668 | | Configure8 | 0 | 150 | 0 | Not available | | Kratix | 0 | 150 | 0 | Not available | | Rely.io | 0 | 150 | 0 | Not available | | Upbound | 0 | 150 | 0 | Not available | ## Platform breakdown | Platform | Prompt count | Presence rate | | --- | --- | --- | | chatgpt-search | 11 | 44 | | bing-copilot-search | 0 | 0 | | perplexity | 6 | 24 | | google-ai | 0 | 0 | | google-ai-mode | 3 | 12 | | xai-search | 0 | 0 | ## Strengths | Prompt text | Platform count | Avg position | | --- | --- | --- | | Which internal developer portals can automatically import existing services from a container orchestration cluster into the service catalog? | 1 | 1 | ## Gaps | Prompt text | Competitor presence count | | --- | --- | | I'm evaluating SaaS internal developer platforms — which ones make it easiest to export service catalog data if you want to switch tools later? | 3 | | Which developer portal platforms handle automatic dependency mapping between microservices, including auto-detecting upstream and downstream relationships? | 3 | | Which modern IDPs have the broadest native integrations with monitoring, incident management, and source control tools? | 3 | | Looking for a developer portal that degrades gracefully when upstream data sources like source control or monitoring are unavailable — what handles this well? | 3 | | I'm evaluating internal developer platforms for a 200-person engineering org — which ones support phased rollouts without disrupting existing workflows? | 3 | ## Topic scores | Topic name | Prompt count | Cited prompt count | | --- | --- | --- | | Capability | 5 | 4 | | Developer Experience | 5 | 2 | | Integrations & Ecosystem | 5 | 3 | | Performance & Reliability | 5 | 2 | | Setup & First Run | 5 | 2 | ## Prompt results - Prompt text: I'm evaluating SaaS internal developer platforms — which ones make it easiest to export service catalog data if you want to switch tools later? #### Brand position by platform Chatgpt-search: 6 Bing-copilot-search: Not available Perplexity: 4 Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 1 | | Port | 3 | | OpsLevel | 6 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Backstage | 1 | | Port | 3 | | OpsLevel | 4 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Roadie | 1 | | Port | 3 | ##### Xai-search - Prompt text: Which developer portal platforms handle automatic dependency mapping between microservices, including auto-detecting upstream and downstream relationships? #### Brand position by platform Chatgpt-search: 4 Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Cortex | 2 | | OpsLevel | 4 | | Backstage | 6 | | Port | 8 | | Roadie | 10 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Port | 3 | | Roadie | 5 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Cortex | 2 | ##### Xai-search - Prompt text: Which internal developer platforms support software quality scorecards across hundreds of services with customisable scoring rules per team? #### Brand position by platform Chatgpt-search: 5 Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 1 | | Port | 4 | | OpsLevel | 5 | | Roadie | 11 | | Cortex | 24 | ##### Bing-copilot-search | Display name | Position | | --- | --- | | Port | 5 | ##### Perplexity | Display name | Position | | --- | --- | | Port | 5 | | Cortex | 7 | | Roadie | 9 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Port | 2 | | Cortex | 4 | | Roadie | 7 | | Atlassian Compass | 8 | ##### Xai-search - Prompt text: What are the best self-hosted internal developer portal options for a 500-engineer org that can scale reliably without massive infrastructure overhead? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 1 | | Roadie | 4 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Backstage | 1 | | Humanitec | 3 | | Port | 6 | | Roadie | 7 | ##### Google-ai ##### Google-ai-mode ##### Xai-search - Prompt text: Looking for an internal developer platform with a low learning curve for consuming engineers — what are my options? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Port | 1 | | Humanitec | 3 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Port | 1 | | Humanitec | 3 | | Backstage | 5 | ##### Google-ai ##### Google-ai-mode ##### Xai-search - Prompt text: Which internal developer platforms offer near-real-time metadata syncing from CI/CD, incident management, and source control tools? #### Brand position by platform Chatgpt-search: 6 Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: 1 Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Port | 1 | | Cortex | 4 | | OpsLevel | 6 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Port | 1 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | OpsLevel | 1 | | Port | 2 | ##### Xai-search - Prompt text: Which modern IDPs have the broadest native integrations with monitoring, incident management, and source control tools? #### Brand position by platform Chatgpt-search: 11 Bing-copilot-search: Not available Perplexity: 4 Google-ai: Not available Google-ai-mode: 5 Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Port | 1 | | Backstage | 2 | | Roadie | 4 | | OpsLevel | 11 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Port | 1 | | Cortex | 2 | | OpsLevel | 4 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Port | 2 | | Cortex | 3 | | OpsLevel | 5 | ##### Xai-search - Prompt text: Which internal developer portals can automatically import existing services from a container orchestration cluster into the service catalog? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: 1 Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 1 | | Humanitec | 3 | | Roadie | 7 | | Port | 10 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | OpsLevel | 1 | | Port | 3 | | Backstage | 4 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Backstage | 1 | ##### Xai-search - Prompt text: Which internal developer platforms handle golden path templates well while still letting teams customise scaffolded services without diverging from org standards? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Backstage | 1 | | Port | 3 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Backstage | 1 | ##### Xai-search - Prompt text: Looking for a developer portal that degrades gracefully when upstream data sources like source control or monitoring are unavailable — what handles this well? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 1 | | Port | 3 | | Cortex | 4 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Backstage | 1 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Backstage | 1 | ##### Xai-search - Prompt text: I'm evaluating internal developer platforms for a 200-person engineering org — which ones support phased rollouts without disrupting existing workflows? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 3 | | Humanitec | 5 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Backstage | 1 | | Port | 2 | | Humanitec | 3 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Humanitec | 1 | | Port | 5 | ##### Xai-search - Prompt text: What are the best internal developer portal tools for keeping service catalog adoption high — which ones engineers actually use daily vs. ignore? #### Brand position by platform Chatgpt-search: 7 Bing-copilot-search: Not available Perplexity: 6 Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 1 | | OpsLevel | 7 | | Roadie | 13 | | Atlassian Compass | 20 | | Cortex | 34 | | Port | 39 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Cortex | 5 | | OpsLevel | 6 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Cortex | 1 | ##### Xai-search - Prompt text: Which internal developer platforms can pull cloud cost data to show per-service spend alongside reliability metrics in one view? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 1 | | Port | 7 | | Humanitec | 10 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Port | 1 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Backstage | 1 | | Port | 4 | ##### Xai-search - Prompt text: Which internal developer platforms have published real case studies showing reduced time-to-production or reduced platform team toil after adoption? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Humanitec | 1 | | Cortex | 5 | | Backstage | 8 | | Port | 9 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Backstage | 1 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Humanitec | 1 | | Roadie | 3 | ##### Xai-search - Prompt text: Which internal developer platforms handle role-based access well across multiple teams from day one? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Port | 1 | | Backstage | 3 | | Humanitec | 8 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Port | 1 | | Humanitec | 4 | | Backstage | 6 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Port | 1 | | Humanitec | 2 | | Cortex | 6 | ##### Xai-search - Prompt text: I'm evaluating open-source vs. commercial internal developer platforms — which commercial options offer the best SSO, audit logs, and fine-grained permissions? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: 4 Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Port | 1 | | Humanitec | 4 | | Cortex | 9 | | Backstage | 14 | | Roadie | 15 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Cortex | 1 | | Port | 3 | | OpsLevel | 4 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Port | 1 | ##### Xai-search - Prompt text: What internal developer platforms handle multi-cloud and hybrid environments — tracking resources across cloud providers and on-prem clusters in one catalog? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 3 | | Humanitec | 7 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Port | 1 | | Backstage | 4 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Port | 5 | ##### Xai-search - Prompt text: Which developer portal platforms have the best plugin or widget ecosystem for surfacing internal tooling not supported out of the box? #### Brand position by platform Chatgpt-search: 10 Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 1 | | Port | 4 | | Roadie | 7 | | OpsLevel | 10 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Backstage | 1 | | Port | 6 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Backstage | 1 | ##### Xai-search - Prompt text: Which internal developer platforms let you trigger deployments or provision environments directly from the portal without leaving the tool? #### Brand position by platform Chatgpt-search: 13 Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Humanitec | 1 | | Port | 3 | | Cortex | 11 | | OpsLevel | 13 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Port | 1 | | Humanitec | 2 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Humanitec | 2 | | Port | 6 | ##### Xai-search - Prompt text: Which internal developer platforms do the best job surfacing on-call ownership and runbook links for microservices during an incident? #### Brand position by platform Chatgpt-search: 6 Bing-copilot-search: Not available Perplexity: 1 Google-ai: Not available Google-ai-mode: 1 Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 1 | | Cortex | 2 | | OpsLevel | 6 | | Port | 8 | | Roadie | 13 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | OpsLevel | 1 | | Port | 3 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | OpsLevel | 1 | ##### Xai-search - Prompt text: What internal developer platforms offer the best developer self-service — where engineers can provision environments or services without filing a ticket? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Humanitec | 1 | | Port | 3 | | Backstage | 7 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Humanitec | 1 | | Port | 3 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Port | 1 | | Humanitec | 6 | ##### Xai-search - Prompt text: Which developer portal platforms scale well to 1,000+ services in the catalog without search and navigation degrading? #### Brand position by platform Chatgpt-search: 5 Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 1 | | Port | 3 | | OpsLevel | 5 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Port | 1 | | Backstage | 2 | | Cortex | 5 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Roadie | 3 | ##### Xai-search - Prompt text: What tools help teams migrate existing internal wikis and runbooks into a structured service catalog? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 1 | | Atlassian Compass | 3 | | Port | 6 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Backstage | 1 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Roadie | 1 | | Port | 2 | | Backstage | 4 | ##### Xai-search - Prompt text: What internal developer platforms integrate best with infrastructure-as-code workflows so IaC plans can be triggered from the service catalog? #### Brand position by platform Chatgpt-search: Not available Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Backstage | 3 | | Port | 5 | | Humanitec | 6 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Port | 1 | | Humanitec | 3 | ##### Google-ai ##### Google-ai-mode | Display name | Position | | --- | --- | | Port | 1 | | Humanitec | 3 | ##### Xai-search - Prompt text: What internal developer portal platforms can a small platform team realistically stand up and maintain without a dedicated team of 10+? #### Brand position by platform Chatgpt-search: 10 Bing-copilot-search: Not available Perplexity: Not available Google-ai: Not available Google-ai-mode: Not available Xai-search: Not available #### Platform rows ##### Chatgpt-search | Display name | Position | | --- | --- | | Port | 1 | | Cortex | 2 | | Backstage | 3 | | Roadie | 5 | | Humanitec | 9 | | OpsLevel | 10 | ##### Bing-copilot-search ##### Perplexity | Display name | Position | | --- | --- | | Roadie | 1 | | Cortex | 2 | | Humanitec | 3 | ##### Google-ai ##### Google-ai-mode ##### Xai-search ## Top sources | Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count | | --- | --- | --- | --- | --- | --- | --- | --- | | https://www.opslevel.com/ | OpsLevel \| Internal Developer Portal for High-Performing Teams | opslevel.com | Not available | commercial | comparison | 15 | 15 | | https://docs.opslevel.com/docs/introducing-opslevel | Introducing OpsLevel | docs.opslevel.com | Not available | commercial | documentation | 11 | 11 | | https://www.opslevel.com/product/integrations | Integrations | opslevel.com | Not available | commercial | comparison | 8 | 8 | | https://www.opslevel.com/integrations-overview | Integrations Overview | opslevel.com | Not available | commercial | comparison | 7 | 7 | | https://www.opslevel.com/use-cases/site-reliability-engineering | Site Reliability Engineering | opslevel.com | Not available | commercial | comparison | 6 | 6 | | https://www.opslevel.com/product/extensibility | OpsLevel \| Extensible Internal Developer Portal | opslevel.com | Not available | commercial | comparison | 5 | 5 | | https://docs.opslevel.com/docs/scorecards | Scorecards | docs.opslevel.com | Not available | commercial | documentation | 3 | 3 | | https://docs.opslevel.com/docs/kubernetes-integration | Kubernetes Integration | docs.opslevel.com | Not available | commercial | documentation | 3 | 3 | ## Response excerpts | Prompt text | Platform | Excerpt | | --- | --- | --- | | What internal developer platforms integrate best with infrastructure-as-code workflows so IaC plans can be triggered from the service catalog? | google-ai-mode | Cortex / OpsLevel / Compass (Atlassian) * * How it integrates: These are primarily compliance- and catalog-focused portals that have evolved to support actions. | | Looking for an internal developer platform with a low learning curve for consuming engineers — what are my options? | google-ai-mode | Cortex (Cortex.io) or OpsLevel (OpsLevel) — _Best for Scorecards and Guided Onboarding_ * * The Developer Experience: These focus heavily on service catalogs, ownership, and actionable scorecards. | | Which internal developer platforms offer near-real-time metadata syncing from CI/CD, incident management, and source control tools? | google-ai-mode | opslevel.com/docs/github-teams-sync)Port Native Integrations: Sync Engineering Data \| Port The leading platforms capable of handling near-real-time ingest... | ## Competitor excerpts | Platform | Competitor name | Excerpt | | --- | --- | --- | | chatgpt-search | Backstage | ## 1. Backstage Best overall portability Why it stands out: Its catalog has a documented YAML descriptor format and JSON API. | | chatgpt-search | Port | Catalog format · Catalog API ## 2. Port Best documented SaaS export options Why it stands out: Port supports catalog table exports in CSV and JSON, plus API endpoints to retrieve entities by blueprint. | | perplexity | Backstage | For service-catalog data portability, I’d shortlist these: 1. Backstage — strongest for API-based extraction and open formats. Its catalog API returns entities as JSON and supports cursor-based pagination, filtering, and field selection, which i... | | perplexity | Port | 2. Port — easiest for no-code CSV/JSON exports. From a catalog page, you can export the displayed data as CSV or JSON; exports respect filters and include visible columns. | | google-ai-mode | Roadie | Backstage-Based SaaS (e.g., Roadie) — Easiest / Lowest Lock-In * * How it works: Managed Backstage providers like Roadie rely on the open-source Backstage standard. | | google-ai-mode | Port | Programmable SaaS Catalogs (e.g., Port) — High Portability via API/JSON * * How it works: Port uses a highly flexible, blueprint-based data model where everything (services, resources, domains) is mapped via structured JSON. | | chatgpt-search | Cortex | The strongest options are Datadog Internal Developer Portal, Cortex, and OpsLevel. | | perplexity | Port | Port — can ingest service-to-service dependency graphs from New Relic, Datadog, or Dynatrace, then match those relationships to catalog services. | | google-ai-mode | Cortex | ...atadog Docs](https://docs.datadoghq.com/internal_developer_portal/use_cases/dependency_management/)Defining dependencies - Cortex The primary pl... | | chatgpt-search | Port | ...atforms (IDPs) based on how well they connect to monitoring and observability, incident management, and source control, I’d start with Port, Backstage, Cortex, and OpsLevel, with Roadie as another strong option if you want a managed Backstage experience. | | chatgpt-search | Backstage | ...atforms (IDPs) based on how well they connect to monitoring and observability, incident management, and source control, I’d start with Port, Backstage, Cortex, and OpsLevel, with Roadie as another strong option if you want a managed Backstage experience. | | perplexity | Port | Port, Cortex, and OpsLevel are strong candidates if “broadest” means ready-made integrations spanning all three areas. | ## Trend Visibility delta: -2.1818181818181834 Avg position delta: 5.520833333333334 Citation count delta: 34