Data as of Aug 25, 2026 · Based on 1,979 AI responses · See how Parse measures this
Internal Developer Platforms and CI/CD
Parse
https://parse.gl
Argo Project has surged to become the dominant brand for CI/CD and progressive delivery, cementing its leadership in GitOps-native workflows. The broader landscape is consolidating around key players, with emerging as the standard for developer portals and commercial platforms like and capturing the demand for Heroku-like experiences on .
| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | Frequently recommended for a Heroku-like PaaS experience on a team's own | 26% | |
| 2 | 25% | ||
| 3 | A leading choice for deploying apps via a simplified UI without writing raw YAML. | 25% | |
| 4 | The go-to framework for building developer portals with a vast plugin ecosystem. | 24% | |
| 5 | 24% | ||
| 6 | 23% | ||
| 7 | A key open-source tool for automating progressive delivery and canary analysis on | 21% | |
| 8 | A classic multi-cloud CD platform, often paired with | 20% | |
| 9 | 20% | ||
| 10 | Enterprise CD platform with AI-driven canary analysis and automated rollbacks. | 18% | |
| 11 | 17% | ||
| 12 | 16% | ||
| 13 | An enterprise-focused platform orchestrator for standardizing configurations and complex deployment workflows. | 16% | |
| 14 | 16% | ||
| 15 | 15% | ||
| 16 | 15% | ||
| 17 | 14% | ||
| 18 | 14% | ||
| 19 | 13% | ||
| 20 | 13% | ||
| 21 | A lightweight, 'mini-Heroku' PaaS built on | 13% | |
| 22 | 12% | ||
| 23 | 12% | ||
| 24 | 10% | ||
| 25 | 9% |
Who wins on each AI
The same market, seen by two models.
Sources AI cited
medium.com is the page AI reaches for most here, cited in 40% of analyzed answers.
Rose from rank #22 to #1 between October 2025 and March 2026, dominating deployment questions.
Climbed from rank #16 to #3, becoming the standard recommendation for IDP frontends.
“A dev-portal more than a full IDP” → “The de facto open-source framework for building a custom IDP”
Mentions for canary and blue-green deployments became less frequent in 2026 as Argo Rollouts gained prominence.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 58% | 31% | ||
| 32% | 31% | ||
| 37% | 22% | ||
| 36% | 24% | ||
| 20% | 26% |
The two models disagree most about GitHub Actions (ChatGPT #6, Google #24) and Istio (ChatGPT #13, Google #3).
Argo Project has surged to become the dominant brand for CI/CD and progressive delivery, cementing its leadership in GitOps-native workflows. The broader landscape is consolidating around key players, with Backstage emerging as the standard for developer portals and commercial platforms like Qovery and Northflank capturing the demand for Heroku-like experiences on Kubernetes.
Across 1,979 AI responses, Qovery is mentioned most, named in 26% of them, followed by Argo CD (25%) and Northflank (25%).
Parse measures each brand's mention rate — the share of answers naming it — across 1,979 AI responses to this market's buyer questions. Answers are collected daily and the ranking is published weekly.
Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.
AI responses consistently build a blueprint around core tools for IaC (Terraform), orchestration (
Kubernetes), and observability (
Prometheus). Over the observation window, recommendations evolved to more frequently include
for the developer portal and for GitOps, framing them as essential components of a modern minimal stack.
Best blueprint for a minimal platform-engineering stack?
AI responses consistently build a blueprint around core tools for IaC (Terraform), orchestration (
Kubernetes), and observability (
Prometheus). Over the observation window, recommendations evolved to more frequently include for the developer portal and for GitOps, framing them as essential components of a modern minimal stack.
For this prompt, Backstage is the undisputed winner in AI responses due to its vast and extensible plugin architecture. Mentions consistently highlight its official and community-supported plugins for and . Commercial alternatives like and IDP (which is based on ) are presented as strong, more managed options.
Brands mentioned
Brands mentioned
What IDP offers the best plugin ecosystem for integrating with CI/CD tools like Jenkins and ArgoCD?
For this prompt, Backstage is the undisputed winner in AI responses due to its vast and extensible plugin architecture. Mentions consistently highlight its official and community-supported plugins for
Jenkins and
Argo CD. Commercial alternatives like
Port and
Harness IDP (which is based on
Backstage) are presented as strong, more managed options.