# Port AI visibility in Internal Developer Platforms

Canonical: https://devtune.ai/verticals/internal-developer-platforms/port

[Website](https://www.port.io/)

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: 1
Total brands: 11
Measured responses: 150
Presence percent: 36.666666666666664
Share of voice percent: 27.166276346604217
Average position: 5.043103448275862
Docs presence percent: 24.666666666666668
Blog presence percent: 8.666666666666668
Brand mention percent: 75.33333333333333


## Profile

Overview: Port is an Israeli-founded internal developer portal (IDP) and agentic engineering platform, incorporated in 2022, that provides engineering organizations with a centralized system of record for all software assets, workflows, and AI agents. The platform's core is a flexible blueprint-based software catalog that allows teams to model their unique software architecture without vendor-imposed schemas. It adds self-service actions, scorecards for standards enforcement, workflow automations, role-based access controls, and an AI agent orchestration layer called Context Lake. Port serves over 1,000 organizations—including GitHub, British Telecom, Visa, LG, and Checkmarx—and competes directly with Spotify's open-source Backstage and commercial alternatives such as Cortex and OpsLevel. Backed by General Atlantic, Accel, and Bessemer, Port raised $100M in December 2025 at an $800M valuation.
Product summary: Port is a SaaS-based agentic internal developer portal that unifies software catalog, developer self-service, engineering scorecards, workflow automation, and AI agent orchestration into a single platform. Its blueprint data model lets organizations define any resource type without code, while its 86+ integrations sync live data from cloud providers, CI/CD systems, incident management tools, and AI coding tools into a central Context Lake. Platform teams use Port to enforce standards via scorecards, enable developers to provision and manage resources autonomously, and govern the behavior of AI agents across the software development lifecycle.


### Key capabilities

- Flexible blueprint-based software catalog with customizable data modeling
- Self-service developer actions for provisioning, scaffolding, and day-2 operations
- Scorecards for tracking engineering standards, production readiness, and compliance
- AI agents with Context Lake for context, guardrails, and human-in-the-loop controls
- Workflow orchestrator for event-driven automations across the SDLC
- Interface designer for role-specific dashboards and homepages
- Role-based access control with dynamic permissions, SCIM, SSO, and IP allowlisting
- 86+ out-of-the-box integrations via the open-source Port Ocean SDK
- Engineering intelligence dashboards for DORA metrics, AI tool efficacy, and vulnerability tracking
- MCP server support for coordinating AI agents with live software context



### Target users

- Platform engineering teams building and maintaining internal developer platforms
- DevOps and SRE teams seeking to reduce developer ticket bottlenecks
- Engineering managers needing operational visibility and DORA metrics
- CTOs and VPs of Engineering driving standardization and developer productivity
- Security and compliance teams enforcing engineering standards
- Developers consuming self-service actions for provisioning and day-2 operations



### Key use cases

- Developer self-service for environment provisioning and service scaffolding
- Centralized software catalog as a single source of truth for all engineering assets
- Engineering standards enforcement and production readiness tracking via scorecards
- Autonomous ticket resolution and self-healing incident workflows
- AI agent orchestration, governance, and context management
- Cloud resource cost management and ephemeral environment lifecycle control
- Engineering intelligence and DORA metrics reporting for leadership
- Onboarding acceleration with standardized templates and guided developer workflows

Integrations ecosystem: Port offers 86+ out-of-the-box integrations across all major DevOps and cloud categories, delivered via its open-source Port Ocean SDK framework. Key integrations include: Git providers (GitHub, GitLab, Bitbucket, Azure DevOps), CI/CD (GitHub Actions, GitLab Pipelines, Jenkins, CircleCI, Azure Pipelines, Codefresh), cloud providers (AWS, GCP, Azure), Kubernetes (K8s Exporter, ArgoCD, FluxCD, Istio, Knative, OpenShift, Trivy, Kyverno), incident management (PagerDuty, OpsGenie, ServiceNow, FireHydrant, incident.io, Rootly), APM & alerting (Datadog, New Relic, Dynatrace, Prometheus, Sentry, Grafana), ticketing & messaging (Jira, Slack, Linear), IaC (Terraform, Pulumi), SSO (Okta, Azure AD, OneLogin, JumpCloud, Google Workspace), code quality & security (SonarQube, Snyk, Wiz, Checkmarx, Aikido, ArmorCode), AI agents (OpenAI, Claude AI, GitHub Copilot, Cursor, n8n), cost management (KubeCost, OpenCost, AWS Cost), and partner integrations with Humanitec and Syntasso Kratix. Custom integrations are supported via REST API, webhooks, GitOps, and the Ocean SDK.
Pricing summary: Port offers four tiers. Free: $0, up to 15 seats, 10K entities, 500 automation runs, community support, no credit card required. Basic: $30/seat/month (billed annually), up to 50 seats, 50K entities, 500 automation runs, commercial support with 6-hour critical SLA, 99.8% uptime. Standard: $40/seat/month (billed annually), up to 200 seats, 250K entities, 2K automation runs, SSO, dynamic permissions, up to 5 workspaces, 99.8% uptime. Enterprise: Custom pricing, unlimited seats, 1M+ entities, 10K+ automation runs, SCIM, IP allowlisting, Private Link, up to 20 workspaces, 99.9% uptime SLA, 4-hour critical support response. Pricing is per authenticated seat (web, API, Slack, IDE). Entities are any uniquely identifiable catalog item (services, repos, environments, cloud resources).
Review summary: Users on G2 (40 reviews) and Gartner Peer Insights consistently praise Port's flexibility, blueprint-based data modeling, responsive support team, and the power of its scorecard feature for driving organizational standards. Many users highlight that Port's intuitive UI accelerates adoption and that the breadth of out-of-the-box integrations reduces custom development. Critical feedback centers on the complexity of setting up advanced blueprint mappings, gaps in documentation for complex features, and some limitations in Azure infrastructure cataloging. A recurring Reddit and community theme is that Port compares favorably to Backstage for teams that lack the bandwidth for heavy TypeScript development.
Competitive positioning: Port positions itself as the premier commercial alternative to Spotify's open-source Backstage, targeting organizations that want a production-ready, no-code/low-code internal developer portal without the heavy TypeScript development and maintenance overhead of a self-hosted open-source build. In late 2025, Port rebranded its platform as an 'Agentic Engineering Platform,' adding a 'Context Lake' for AI agent context and guardrails, differentiating on agentic AI orchestration across the SDLC beyond static cataloging. Against commercial peers like Cortex and OpsLevel, Port emphasizes its flexible blueprint-based data model that avoids opinionated schema lock-in, its breadth of out-of-the-box integrations (86+), and its rapid time-to-value with a free self-serve tier. It competes on enterprise scalability, customizability, and being a 'system of record' for all engineering work including AI agents.
Limitations: Advanced blueprint data modeling and JQ-based mappings have a steep initial learning curve, with users noting that complex use cases require significant upfront planning and support. Some Azure infrastructure integrations are less complete than AWS equivalents, requiring custom development for full catalog coverage. The platform struggles with use cases that require tracking real-time 'state' of external systems. Documentation has been cited by reviewers as needing improvement for complex features. Port is a cloud-native SaaS only (no self-hosted on-premises deployment); Enterprise customers can use Private Link and dedicated tenancy but not a fully self-hosted installation. Pagination performance can degrade for very large catalogs.


### Source urls

- https://www.port.io/
- https://www.port.io/pricing
- https://www.port.io/company
- https://www.port.io/integrations
- https://www.port.io/case-study/github
- https://www.port.io/case-study/checkmarx-port
- https://www.port.io/case-study/cybersixgill
- https://techcrunch.com/2025/12/11/port-raises-100m-at-800m-valuation-to-take-on-spotifys-backstage/
- https://siliconangle.com/2025/12/11/port-nets-100m-turn-developer-portal-agentic-ai-hub/
- https://www.prnewswire.com/il/news-releases/port-raises-35m-for-its-end-to-end-internal-developer-portal-302276418.html
- https://www.calcalistech.com/ctechnews/article/r1oppgdzzg
- https://github.com/port-labs
- https://www.gartner.com/reviews/market/internal-developer-portals/vendor/port/product/port
- https://www.g2.com/products/port-port/reviews

Reviewed at: 2026-04-28T23:20:23.552+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Checkmarx | Used Port to replace five fragmented environment creation approaches with a unified self-service model, enabling developers to spin up and terminate ephemeral environments with a single click. Cost of a developer environment dropped dramatically. | From $30/hour to $0.70/hour per environment; 80% reduction in deployment process time |
| Cybersixgill | Implemented Port self-service actions to replace DevOps-dependent scaffolding requests, cutting the time to provision new services from 30 minutes to 30 seconds and significantly reducing manual errors. | 30 minutes to 30 seconds per provisioning task; 216% reduction in time to scaffold a new service |
| Xceptor | Adopted Port to standardize and accelerate customer deployments, resulting in a dramatic increase in average deployment frequency across their engineering organization. | 24x increase in average customer deployment frequency |
| GitHub | Replaced a rigid internal developer portal where adding a new resource type took 3-4 months; Port's blueprint architecture made new resource types configurable without vendor support, reducing KTLO burden for engineering managers and enabling scorecard-driven AI responsibility go | New resource type addition reduced from 3-4 months to days |



### Reviews breakdown





### Review themes



#### Praised

- Flexible blueprint-based data modeling
- Powerful scorecards for driving engineering standards
- Breadth and quality of out-of-the-box integrations
- Intuitive and polished UI with fast adoption
- Highly responsive and white-glove customer support
- Single pane of glass for all platform tools
- Quick time-to-value for initial setup



#### Criticized

- Steep learning curve for complex blueprint and JQ mappings
- Documentation gaps for advanced features
- Some Azure infrastructure integration limitations
- Performance and pagination issues at large scale
- Complex state-tracking use cases not well suited to the platform
- In-app help menus incomplete




### Company facts

Founded year: 2022
Hq: Tel Aviv, Israel


#### Founders

- Zohar Einy
- Yonatan Boguslavski

Employees range: 100-200
Total funding: $158M
Valuation: $800M
Arr: Not available
Customer count: 1,000+ organizations
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 | 21 | 84 |
| bing-copilot-search | 1 | 4 |
| perplexity | 20 | 80 |
| google-ai | 0 | 0 |
| google-ai-mode | 13 | 52 |
| xai-search | 0 | 0 |



## Strengths

| Prompt text | Platform count | Avg position |
| --- | --- | --- |
| Looking for an internal developer platform with a low learning curve for consuming engineers — what are my options? | 2 | 1 |
| Which internal developer platforms handle role-based access well across multiple teams from day one? | 3 | 1 |
| What internal developer portal platforms can a small platform team realistically stand up and maintain without a dedicated team of 10+? | 1 | 1 |
| Which internal developer platforms offer near-real-time metadata syncing from CI/CD, incident management, and source control tools? | 3 | 1.3333333333333333 |
| Which modern IDPs have the broadest native integrations with monitoring, incident management, and source control tools? | 3 | 1.3333333333333333 |



## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Which internal developer platforms have published real case studies showing reduced time-to-production or reduced platform team toil after adoption? | 3 |
| Which developer portal platforms have the best plugin or widget ecosystem for surfacing internal tooling not supported out of the box? | 3 |
| What are the best self-hosted internal developer portal options for a 500-engineer org that can scale reliably without massive infrastructure overhead? | 2 |
| What are the best internal developer portal tools for keeping service catalog adoption high — which ones engineers actually use daily vs. ignore? | 2 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 5 |
| Developer Experience | 5 | 5 |
| Integrations & Ecosystem | 5 | 5 |
| Performance & Reliability | 5 | 5 |
| Setup & First Run | 5 | 5 |



## 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: 3
Bing-copilot-search: Not available
Perplexity: 3
Google-ai: Not available
Google-ai-mode: 3
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: 8
Bing-copilot-search: Not available
Perplexity: 3
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: 4
Bing-copilot-search: 5
Perplexity: 5
Google-ai: Not available
Google-ai-mode: 2
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: 6
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: 1
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 |
| --- | --- |
| 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: 1
Bing-copilot-search: Not available
Perplexity: 1
Google-ai: Not available
Google-ai-mode: 2
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: 1
Bing-copilot-search: Not available
Perplexity: 1
Google-ai: Not available
Google-ai-mode: 2
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: 10
Bing-copilot-search: Not available
Perplexity: 3
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: 3
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: 3
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: 2
Google-ai: Not available
Google-ai-mode: 5
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: 39
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 |
| 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: 7
Bing-copilot-search: Not available
Perplexity: 1
Google-ai: Not available
Google-ai-mode: 4
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: 9
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: 1
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 |
| --- | --- |
| 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: 1
Bing-copilot-search: Not available
Perplexity: 3
Google-ai: Not available
Google-ai-mode: 1
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: 1
Google-ai: Not available
Google-ai-mode: 5
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: 4
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 |
| 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: 3
Bing-copilot-search: Not available
Perplexity: 1
Google-ai: Not available
Google-ai-mode: 6
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: 8
Bing-copilot-search: Not available
Perplexity: 3
Google-ai: Not available
Google-ai-mode: Not available
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: 3
Bing-copilot-search: Not available
Perplexity: 3
Google-ai: Not available
Google-ai-mode: 1
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: 3
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 |
| 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: 6
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai: Not available
Google-ai-mode: 2
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: 5
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 | 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: 1
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://docs.port.io/workflows/actions-and-automations/create-self-service-experiences/ | Self-service actions \| Port | docs.port.io | Not available | commercial | documentation | 18 | 18 |
| https://docs.port.io/interface-builder/port-interface/page/catalog-page/ | Catalog page | docs.port.io | Not available | commercial | documentation | 11 | 11 |
| https://www.port.io/integrations | Integrations \| Port | port.io | Not available | commercial | blog_post | 9 | 9 |
| https://www.port.io/guide/scorecards | What are Scorecards? Examples, Use Cases & Step-by-step Guide | port.io | Not available | commercial | documentation | 8 | 8 |
| https://www.port.io/blog/developer-self-service-in-your-internal-developer-portal | Set Up Developer Self-service in Your Internal Developer Portal \| Port | port.io | Not available | commercial | blog_post | 7 | 7 |
| https://www.port.io/blog/integration-catalog | Port's Integration Catalog: 200+ Tools for Your Context Lake | port.io | Not available | commercial | blog_post | 6 | 6 |
| https://www.port.io/pricing | Plans and Pricing \| Port | port.io | Not available | commercial | blog_post | 6 | 6 |
| https://docs.port.io/platform-administration/users-and-teams/manage-users-teams/ | Manage users & teams \| Port | docs.port.io | Not available | commercial | documentation | 6 | 6 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| I'm evaluating SaaS internal developer platforms — which ones make it easiest to export service catalog data if you want to switch tools later? | google-ai-mode | 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. |
| Which developer portal platforms handle automatic dependency mapping between microservices, including auto-detecting upstream and downstream relationships? | google-ai-mode | [www.cortex.io +1] * > Note on other IDPs (like Port or Roadie/Backstage): Standard portals treat relations through data-modeling entities (e.g., defining a `relation` block in Port's blueprints or `dependsOn` in Backstage). |
| What internal developer platforms integrate best with infrastructure-as-code workflows so IaC plans can be triggered from the service catalog? | google-ai-mode | Terraform - Port Documentation Several Internal Developer Platforms (IDPs) and Developer Portals excel at this by linking catalog entities (services, resources) to backend orchestration pipelines (GitHub Actions, Terraform Cloud, or ArgoCD). |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| chatgpt-search | Humanitec | ## Platforms with published case studies ## 1. Humanitec Best evidence for delivery speed and reduced operations workload Humanitec publishes several detailed customer case studies measuring self-service infrastructure provisioning, delivery lead ti... |
| perplexity | Backstage | ...trongest examples in the search results are: \| Platform / implementation \| Reported result \| Evidence \| \|---\|---\|---\| \| Backstage at Chicago Trading Company \| The team estimated it had saved 18 months of developer effort over the ten months afte... |
| google-ai-mode | Humanitec | ...ction (or time-to-market) and platform team toil. Forrester Snapshot: improve time to market with platform[Internal Developer Platforms Reduce Time to Market - Nineleaps... |
| google-ai-mode | Roadie | Backstage (Spotify / Roadie) * * Focus: Open-source developer portal (backed by commercial hosted providers like Roadie). |
| chatgpt-search | Backstage | If your main criterion is surfacing internal tools that a developer portal doesn't support out of the box, I'd put Backstage first for maximum flexibility, Roadie first among managed Backstage options, and Port first for teams that want to build custom i... |
| perplexity | Backstage | For surfacing internal tools that aren’t supported out of the box, Backstage is the strongest choice when you need deep, bespoke UI integration. |
| google-ai-mode | Backstage | Backstage has the largest and most extensible open-source plugin ecosystem for surfacing custom or unsupported internal tooling, while Port leads the SaaS market with a data-driven, action-based widget model that requires zero custom frontend development. |
| chatgpt-search | Backstage | My default recommendation is Backstage, deployed as a small stateless service with managed PostgreSQL, provided you have a platform team willing to own it. |
| perplexity | Backstage | For a 500-engineer organization, I’d shortlist Backstage if you want a genuinely self-hosted portal and can assign a small platform team to operate it; consider Humanitec if the priority is self-hosted deployment and infrastructure self-service r... |
| perplexity | Humanitec | ...st Backstage if you want a genuinely self-hosted portal and can assign a small platform team to operate it; consider Humanitec if the priority is self-hosted deployment and infrastructure self-service rather than a standalone catalog-first portal... |
| chatgpt-search | Backstage | That's the key distinction when comparing tools such as Backstage, Port, Cortex, OpsLevel, and Roadie. |
| google-ai-mode | Cortex | How to set up an internal developer portal - Cortex[How to Drive Internal Platform Adoption Developers Love](https://www.harness.io/blog/how-to-drive-internal-platform-adoption-dev... |



## Trend

Visibility delta: -1.4545454545454533
Avg position delta: 2.511188554658841
Citation count delta: 69