# Earthly AI visibility in CI/CD & Build Systems

Canonical: https://devtune.ai/verticals/cicd-build-systems/earthly

[Website](https://earthly.dev/)

Updated: 2026-09-26T19:49:54.810277+00:00
Prompts: 25
Runs: 6


## Platforms

- chatgpt-search
- google-ai
- bing-copilot-search
- perplexity
- google-ai-mode
- xai-search

Rank: 13
Total brands: 16
Measured responses: 150
Presence percent: 0.6666666666666667
Share of voice percent: 0.4524886877828055
Average position: 2
Docs presence percent: 0
Blog presence percent: 0.6666666666666667
Brand mention percent: 0


## Profile

Overview: Earthly Technologies, founded in 2020 in San Francisco by Vlad A. Ionescu (ex-Google, ex-VMware), initially built Earthfiles—an open-source, container-based CI/CD build framework combining Dockerfile and Makefile paradigms for reproducible, portable builds with automatic parallelism and layer caching. Earthfiles attracted 12,000+ GitHub stars and production adoption at NVIDIA, Intel, Zapier, and Databricks. After failing to commercialize its Satellite remote build runner service against free alternatives, the company announced in April 2025 it was ending active Earthfiles maintenance and shutting down all commercial cloud services. Earthly has since pivoted to Earthly Lunar, a platform engineering governance product launched in 2026 that enforces engineering standards across the SDLC—from AI agent authoring loops to PR checks and deploy gates—without requiring CI/CD pipeline rewrites.
Product summary: Earthly Technologies is a San Francisco-based developer tools company operating two products at different lifecycle stages. Its legacy product, Earthfiles, is an open-source CI/CD build framework (MPL-2.0) that uses container isolation and BuildKit-based layer caching to deliver reproducible, parallelized builds with a Dockerfile/Makefile-inspired syntax; active commercial and maintenance support ended in 2025, and it is now community-maintained. The current commercial product, Earthly Lunar, is an engineering governance platform that instruments existing CI/CD pipelines and source repositories to collect structured SDLC metadata, then evaluates that metadata against customizable guardrails-as-code policies—enforcing engineering standards deterministically at AI agent hooks, pull request checks, and deployment gates across an entire organization without requiring per-repo pipeline modifications.


### Key capabilities

- Guardrails-as-code enforcement at AI agent authoring hooks, PR checks, and deploy gates
- CI/CD pipeline instrumentation with no YAML changes required for SDLC metadata collection
- 200+ pre-built guardrails covering reliability, security, compliance, quality, and operational readiness
- 40+ integrations with security scanners, CI platforms, container tools, observability systems, and AI coding agents
- Gradual rollout model: draft → score → report → block PR → block deploy with central control
- AI-generated code governance for Claude Code, Cursor, and Codex workflows
- Real-time adherence dashboards and continuous audit trail as a byproduct of enforcement
- Legacy: container-based repeatable builds with automatic parallelism and layer caching (Earthfiles, now community-maintained)



### Target users

- Platform engineering and DevEx teams managing standards across large, diverse engineering organizations
- Security and compliance teams needing automated SDLC policy enforcement and audit evidence
- Engineering leaders at mid-to-large enterprises governing AI-generated code quality
- DevOps engineers seeking reproducible, portable builds across heterogeneous CI/CD environments (legacy Earthfiles users)
- SRE and reliability teams preventing production incidents through earlier SDLC-stage enforcement



### Key use cases

- Enforcing engineering standards consistently across heterogeneous multi-team, multi-language organizations
- Governing AI-generated code quality and compliance in agentic development workflows
- Automating post-mortem action item enforcement org-wide without per-repo manual rollout
- Security and compliance posture management (SBOM generation, license scanning, vulnerability coverage)
- Platform engineering at scale for microservices organizations with hundreds of services
- Preventing production incidents by surfacing SDLC non-compliance before merge or deploy
- Replacing rubber-stamped manual checklists with deterministic automated policy evaluation

Integrations ecosystem: Earthly Lunar ships with 40+ integrations organized as collectors and catalogers. Source control: GitHub (including GitHub Actions, GitHub Org Cataloger), GitLab. Security: Snyk, Trivy, Semgrep, CodeQL, Gitleaks, Checkov, Manifest Cyber, SonarQube. Containers/IaC: Docker, Kubernetes, Helm, Terraform. Observability: Datadog, Grafana, PagerDuty. Coverage: Codecov. Dependency management: Dependabot, Renovate. Service catalogs: Backstage. Issue tracking: Jira, Linear. AI coding tools: Claude Code (Anthropic), Cursor, OpenAI Codex, Google Gemini. Languages supported: Go, Python, Node.js, Java, Rust, Ruby, Elixir, PHP, C/C++, .NET, Shell. CI tracing via OpenTelemetry. Custom collectors and policies can be written with Bash or Python SDKs. Lunar complements rather than replaces OPA/Rego policy tools by providing the SDLC data collection layer those tools lack.
Pricing summary: No public pricing page is available for Earthly Lunar as of April 2026. The site directs visitors to a demo booking flow or a self-service 'Automate Now' onboarding path, indicating a sales-assisted or freemium-to-enterprise model. Legacy Earthfiles Satellites pricing was usage-based (per active user per month) across BYOC (Bring Your Own Cloud, AWS-based) and Self-Hosted deployment options; those commercial tiers were discontinued effective July 2025. The open-source Earthfiles build framework remains available free of charge under the Mozilla Public License v2.0.
Review summary: No verified scores exist on G2 or Gartner Peer Insights for either Earthfiles or Earthly Lunar as of April 2026. Product Hunt shows 6 community reviews for the legacy Earthfiles product, with users praising its cross-environment build consistency and familiar syntax, particularly for use cases like consistent protobuf generation across developer machines. Lunar launched in 2026 and has no established review corpus. Anonymous testimonials on earthly.dev from platform engineering leaders at unnamed cloud infrastructure and communications companies highlight Lunar's data collection efficiency and the speed of guardrail creation relative to building in-house.
Competitive positioning: Earthly Technologies entered the CI/CD & Build Systems vertical with Earthfiles, an open-source container-based build framework positioned as a simpler, portable alternative to Makefile/Dockerfile-only pipelines—competing on cross-environment reproducibility, automatic parallelism, and familiar syntax. Despite 12,000+ GitHub stars and adoption at NVIDIA, Intel, Zapier, and Databricks, the company failed to commercialize Earthfiles against its own free open-source offering and broad free-tier CI incumbents. In April 2025, Earthly ended active Earthfiles maintenance and shut down its commercial Satellite build runners (effective July 2025), explicitly citing inability to monetize against DIY and free alternatives. The company has since pivoted entirely to Earthly Lunar—an SDLC governance and engineering guardrails platform—repositioning away from CI/CD execution and toward platform engineering standards enforcement, adjacent to rather than competing directly with traditional CI/CD runners.
Limitations: Earthfiles (the original CI/CD build framework) is no longer actively maintained as of April 2025; commercial Satellite cloud services shut down July 2025. The open-source project is now dependent on a community fork with no official maintainer. Earthly Lunar is an early-stage product (launched 2026) with very limited public customer evidence, no publicly disclosed pricing, and no verified independent review scores on G2 or Gartner Peer Insights. The company employs roughly 12 people, raising questions about enterprise support bandwidth. Earthly's own public post-mortem on Earthfiles acknowledged that commercializing open-source developer infrastructure against free alternatives proved extremely difficult—a structural challenge relevant to evaluating Lunar's market traction. Lunar's current positioning places it outside pure-play CI/CD execution, creating possible category confusion for buyers in this vertical.


### Source urls

- https://earthly.dev/about
- https://github.com/earthly/earthly
- https://earthly.dev/blog/shutting-down-earthfiles-cloud
- https://earthly.dev/blog/lunar-launch/
- https://earthly.dev/lunar/integrations/
- https://docs-lunar.earthly.dev/
- https://tracxn.com/d/companies/earthly/__MVYH8FUgQhPOXmkPVVoDGNlETsKf7VdTjuyOX-PPXmQ/funding-and-investors
- https://pitchbook.com/profiles/company/442386-19
- https://www.producthunt.com/products/earthly-2/reviews

Reviewed at: 2026-04-28T23:07:25.254+00:00


### Customer outcomes





### Reviews breakdown





### Review themes



#### Praised

- Familiar Dockerfile/Makefile-like syntax with minimal learning curve
- Consistent, reproducible builds across developer machines and CI environments
- Automatic build parallelism and layer caching without manual configuration
- Excellent monorepo and polyrepo support with cross-repository target references
- No per-repo YAML changes needed for SDLC instrumentation (Lunar)
- Fast guardrail creation from plain-language standards descriptions (Lunar)



#### Criticized

- Active maintenance of Earthfiles discontinued April 2025; commercial services shut down July 2025
- Failed to commercialize Earthfiles against free DIY and open-source alternatives
- No public pricing for Lunar; demo-gated sales process
- Very limited public customer evidence or case studies for Lunar
- Small team size raises enterprise support concerns
- Lunar is early-stage with no independent review scores




### Company facts

Founded year: 2020
Hq: San Francisco, CA


#### Founders

- Vlad A. Ionescu

Employees range: 11-50
Total funding: ~$8.6M
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 |
| --- | --- | --- | --- | --- |
| GitLab | 30 | 150 | 20 | 3.6956521739130435 |
| GitHub | 29 | 150 | 19.333333333333332 | 3.2244897959183674 |
| CircleCI | 26 | 150 | 17.333333333333336 | 4.138888888888889 |
| Buildkite | 22 | 150 | 14.666666666666666 | 3.8947368421052633 |
| Depot | 10 | 150 | 6.666666666666667 | 2.9 |
| Nx | 7 | 150 | 4.666666666666667 | 1.5714285714285714 |
| Semaphore | 7 | 150 | 4.666666666666667 | 4.615384615384615 |
| Harness | 5 | 150 | 3.3333333333333335 | 4.125 |
| Dagger | 3 | 150 | 2 | 1.6666666666666667 |
| Turborepo | 3 | 150 | 2 | 2.5 |
| TeamCity | 3 | 150 | 2 | 4.333333333333333 |
| Azure Pipelines | 2 | 150 | 1.3333333333333335 | 7.5 |
| Earthly | 1 | 150 | 0.6666666666666667 | 2 |
| Jenkins | 1 | 150 | 0.6666666666666667 | 4 |
| CloudBees | 0 | 150 | 0 | Not available |
| Travis CI | 0 | 150 | 0 | Not available |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| chatgpt-search | 1 | 4 |
| google-ai | 0 | 0 |
| bing-copilot-search | 0 | 0 |
| perplexity | 0 | 0 |
| google-ai-mode | 0 | 0 |
| xai-search | 0 | 0 |



## Strengths

| Prompt text | Platform count | Avg position |
| --- | --- | --- |
| Which CI tools let developers run the exact same pipeline definitions locally for a tight local feedback loop before pushing? | 1 | 2 |



## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| What's the fastest CI/CD platform to set up for a monorepo with 15 microservices? | 4 |
| What tools or approaches let you benchmark build execution speed across different CI platforms for the same test suite? | 4 |
| Which modern cloud-native CI platforms make it easiest to migrate from a self-hosted build setup without breaking existing workflows? | 4 |
| Which CI platforms support GPU-dependent ML training jobs in a build pipeline without requiring self-hosted runners? | 4 |
| Which YAML-based CI systems have the lowest learning curve for developers new to pipeline-as-code? | 4 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 0 |
| Developer Experience | 5 | 1 |
| Integrations & Ecosystem | 5 | 0 |
| Performance & Reliability | 5 | 0 |
| Setup & First Run | 5 | 0 |



## Prompt results

- Prompt text: What's the fastest CI/CD platform to set up for a monorepo with 15 microservices?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Nx | 1 |
| Buildkite | 2 |
| GitLab | 3 |



##### Google-ai





##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Semaphore | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| GitLab | 3 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Turborepo | 1 |



##### Xai-search




- Prompt text: Which CI/CD platforms have the best native support for running iOS and Android mobile builds without needing self-hosted runners?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| GitHub | 3 |
| CircleCI | 4 |
| Azure Pipelines | 5 |



##### Google-ai





##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| CircleCI | 9 |
| GitLab | 10 |
| TeamCity | 11 |



##### Google-ai-mode





##### Xai-search




- Prompt text: What tools or approaches let you benchmark build execution speed across different CI platforms for the same test suite?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| GitHub | 1 |
| Depot | 3 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Semaphore | 1 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Semaphore | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Depot | 1 |



##### Google-ai-mode





##### Xai-search




- Prompt text: Which CI providers make pipeline migration easiest — are there any portable pipeline standards that reduce lock-in when switching?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Dagger | 1 |
| GitHub | 3 |



##### Google-ai





##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| Buildkite | 1 |
| GitLab | 4 |
| CircleCI | 5 |



##### Google-ai-mode





##### Xai-search




- Prompt text: What CI platforms give engineering teams the best tools for debugging flaky tests and intermittent pipeline failures in a cloud environment?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| CircleCI | 1 |
| Buildkite | 2 |
| GitHub | 3 |
| GitLab | 4 |
| Harness | 5 |



##### Google-ai





##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| Depot | 1 |
| Buildkite | 2 |



##### Google-ai-mode





##### Xai-search




- Prompt text: Which modern cloud-native CI platforms make it easiest to migrate from a self-hosted build setup without breaking existing workflows?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Buildkite | 1 |
| CircleCI | 2 |
| GitLab | 3 |



##### Google-ai





##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| GitHub | 1 |
| Harness | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| GitHub | 1 |
| Buildkite | 4 |
| CircleCI | 5 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Depot | 2 |



##### Xai-search




- Prompt text: Which CI platforms support GPU-dependent ML training jobs in a build pipeline without requiring self-hosted runners?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| GitLab | 1 |
| CircleCI | 2 |
| Buildkite | 3 |
| GitHub | 4 |



##### Google-ai

| Display name | Position |
| --- | --- |
| GitHub | 1 |
| GitLab | 2 |
| CircleCI | 4 |



##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| CircleCI | 1 |
| Buildkite | 5 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| TeamCity | 1 |
| Semaphore | 2 |



##### Xai-search




- Prompt text: Which managed CI/CD providers offer the strongest SLAs and uptime track record for teams evaluating reliability before committing?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Buildkite | 1 |
| GitHub | 2 |
| CircleCI | 5 |



##### Google-ai





##### Bing-copilot-search





##### Perplexity





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Buildkite | 1 |



##### Xai-search




- Prompt text: Which CI platforms make it easiest to configure parallel test execution for a Node.js project from scratch?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| CircleCI | 1 |
| Semaphore | 2 |
| GitHub | 3 |
| GitLab | 4 |
| Buildkite | 6 |



##### Google-ai





##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Depot | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| CircleCI | 1 |
| Buildkite | 3 |



##### Google-ai-mode





##### Xai-search




- Prompt text: Which CI platforms or techniques reduce pipeline cold-start times most effectively when using ephemeral containerized runners?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| GitHub | 1 |
| GitLab | 2 |
| Buildkite | 3 |
| CircleCI | 4 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Harness | 2 |



##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| Buildkite | 5 |
| Depot | 9 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| GitHub | 3 |



##### Xai-search




- Prompt text: Which CI/CD platforms support multi-cloud and hybrid deployment targets without tying you to a single cloud provider?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Harness | 2 |
| GitLab | 3 |
| Jenkins | 4 |
| GitHub | 5 |



##### Google-ai

| Display name | Position |
| --- | --- |
| CircleCI | 5 |



##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| GitLab | 1 |
| CircleCI | 3 |
| Harness | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| GitHub | 1 |
| GitLab | 3 |



##### Xai-search




- Prompt text: Which build systems integrate best with artifact registries and container image repositories for versioning and promotion across environments?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search





##### Google-ai





##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| GitLab | 1 |
| GitHub | 3 |



##### Google-ai-mode





##### Xai-search




- Prompt text: Which YAML-based CI systems have the lowest learning curve for developers new to pipeline-as-code?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| GitHub | 1 |
| GitLab | 2 |
| CircleCI | 4 |



##### Google-ai





##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| GitLab | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| GitHub | 1 |
| GitLab | 4 |
| CircleCI | 6 |
| Azure Pipelines | 10 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Depot | 2 |



##### Xai-search




- Prompt text: Which CI/CD platforms have the best integrations for sending build failure notifications to project management tools and chat platforms?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| GitLab | 3 |
| CircleCI | 4 |
| Buildkite | 5 |
| GitHub | 6 |



##### Google-ai





##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| GitLab | 1 |
| CircleCI | 3 |
| GitHub | 5 |



##### Google-ai-mode





##### Xai-search




- Prompt text: Which build systems handle incremental builds and caching best for large TypeScript monorepos to avoid rebuilding unchanged packages?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Nx | 1 |



##### Google-ai





##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| Nx | 1 |
| Turborepo | 2 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| GitLab | 2 |
| CircleCI | 3 |



##### Xai-search




- Prompt text: Which managed CI platforms have the smoothest onboarding experience when migrating a team of 30 engineers from a self-hosted system?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| GitHub | 1 |
| Buildkite | 2 |
| GitLab | 3 |
| CircleCI | 4 |



##### Google-ai

| Display name | Position |
| --- | --- |
| CircleCI | 5 |



##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| GitHub | 1 |
| CircleCI | 4 |
| Buildkite | 6 |



##### Google-ai-mode





##### Xai-search




- Prompt text: Which build tools offer remote caching for large polyglot monorepos — and what kind of build time reduction is realistic?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Nx | 1 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Nx | 3 |
| Depot | 4 |



##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| Nx | 2 |
| Turborepo | 3 |



##### Google-ai-mode





##### Xai-search




- Prompt text: Which enterprise build systems handle dynamic pipeline generation best — generating jobs based on which packages changed in a monorepo?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Buildkite | 1 |
| Nx | 2 |
| GitHub | 3 |



##### Google-ai

| Display name | Position |
| --- | --- |
| GitLab | 4 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Buildkite | 11 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Buildkite | 1 |
| Semaphore | 8 |



##### Google-ai-mode





##### Xai-search




- Prompt text: Which CI platforms scale best to handle hundreds of concurrent pipelines during peak hours without queueing delays?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Buildkite | 1 |
| GitHub | 2 |
| GitLab | 3 |
| CircleCI | 4 |



##### Google-ai





##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| GitHub | 1 |
| GitLab | 7 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Semaphore | 1 |
| Depot | 2 |



##### Xai-search




- Prompt text: What security scanning and SAST tools integrate best into an existing build pipeline without significantly increasing build times?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| GitHub | 3 |



##### Google-ai





##### Bing-copilot-search





##### Perplexity





##### Google-ai-mode





##### Xai-search




- Prompt text: Which CI tools let developers run the exact same pipeline definitions locally for a tight local feedback loop before pushing?


#### Brand position by platform

Chatgpt-search: 2
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Earthly | 2 |
| Dagger | 3 |
| GitLab | 4 |



##### Google-ai





##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| Dagger | 1 |
| GitLab | 3 |
| CircleCI | 4 |



##### Google-ai-mode





##### Xai-search




- Prompt text: Which CI/CD platforms have the deepest native integrations with container orchestration clusters and serverless deployment targets?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| GitLab | 1 |



##### Google-ai





##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| GitLab | 1 |
| GitHub | 7 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| TeamCity | 1 |



##### Xai-search




- Prompt text: What tools help teams manage secrets and environment variables safely across many CI/CD pipelines without duplicating configuration?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search





##### Google-ai





##### Bing-copilot-search





##### Perplexity

| Display name | Position |
| --- | --- |
| GitHub | 3 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Depot | 2 |



##### Xai-search




- Prompt text: Which build systems enforce consistent dependency versions and prevent supply chain issues at the build stage?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search





##### Google-ai





##### Bing-copilot-search





##### Perplexity





##### Google-ai-mode





##### Xai-search




- Prompt text: I'm evaluating fully managed CI/CD services versus self-hosted build systems for a startup — what are the key trade-offs and what should I look at?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Perplexity: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| GitLab | 1 |
| GitHub | 2 |



##### Google-ai





##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| CircleCI | 3 |
| Buildkite | 5 |



##### Perplexity

| Display name | Position |
| --- | --- |
| GitLab | 1 |
| GitHub | 2 |



##### Google-ai-mode





##### Xai-search







## Top sources

| Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count |
| --- | --- | --- | --- | --- | --- | --- | --- |
| https://earthly.dev/blog/earthly-v0-7/ | Announcing Earthly v0.7 - Earthly Blog | earthly.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/e630e2dc-d752-4f91-87ba-fdc51b64ef89/edbde1726c66e0fc43d7af31dcaa3da67ef26d34.png | commercial | blog_post | 2 | 2 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| What tools or approaches let you benchmark build execution speed across different CI platforms for the same test suite? | google-ai | Earthfile (Earthly): Combines the best of Dockerfile and Makefile. It allows you to define your build and test targets locally, ensuring that the caching, execution steps, and commands remain completely identical regardless of whether it's trigger... |
| Which CI tools let developers run the exact same pipeline definitions locally for a tight local feedback loop before pushing? | google-ai | ...are open to defining pipelines in standard programming languages rather than YAML, engines like Dagger or Earthfile (Earthly) decouple pipeline definitions from any single SaaS vendor: * Dagger: Lets you write CI/CD pipelines in Go, Pytho... |
| Which CI tools let developers run the exact same pipeline definitions locally for a tight local feedback loop before pushing? | chatgpt-search | \[1\] \| \| Earthly \| ✅ \| Yes \| Earthly's `PIPELINE` definitions can be executed on your computer exactly as build targets, then used in CI. |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| chatgpt-search | Nx | ...\| Platform \| Setup speed \| Monorepo performance \| Best fit \| \| --- \| --- \| --- \| --- \| \| GitHub Actions + Nx \| ⭐⭐⭐⭐⭐ \| ⭐⭐⭐⭐½ \| You already use GitHub \| \| Buildkite + Nx \| ⭐⭐⭐ \| ⭐⭐⭐⭐⭐ \| Maximum CI speed/control \| \| GitL... |
| chatgpt-search | Buildkite | ...Best fit \| \| --- \| --- \| --- \| --- \| \| GitHub Actions + Nx \| ⭐⭐⭐⭐⭐ \| ⭐⭐⭐⭐½ \| You already use GitHub \| \| Buildkite + Nx \| ⭐⭐⭐ \| ⭐⭐⭐⭐⭐ \| Maximum CI speed/control \| \| GitLab CI + Nx \| ⭐⭐⭐⭐ \| ⭐⭐⭐⭐ \| Already on GitLab \| \| Ci... |
| chatgpt-search | GitLab | ...Nx \| ⭐⭐⭐⭐⭐ \| ⭐⭐⭐⭐½ \| You already use GitHub \| \| Buildkite + Nx \| ⭐⭐⭐ \| ⭐⭐⭐⭐⭐ \| Maximum CI speed/control \| \| GitLab CI + Nx \| ⭐⭐⭐⭐ \| ⭐⭐⭐⭐ \| Already on GitLab \| \| CircleCI + Nx \| ⭐⭐⭐⭐ \| ⭐⭐⭐⭐ \| Existing CircleCI environment \|... |
| bing-copilot-search | Semaphore | The fastest CI/CD platform to set up for a monorepo with 15 microservices is _Semaphore_, which consistently benchmarks as the quickest and cheapest option, averaging ~5 minutes per build. If you want deeper GitHub integration, _GitHub Action... |
| perplexity | GitLab | ...orepo [1]. Reusable workflows let you centralize the common build logic rather than duplicate it across all 15 services [2]. Choose GitLab CI instead if the repository is on GitLab or you expect the pipeline topology to become sophisticated quickly. |
| google-ai-mode | Turborepo | * Turborepo ( `turbo gen` / `--filter` ) : Vercel’s Turborepo uses ultra-fast hashing and topological sorting to scope down tasks. |
| chatgpt-search | GitHub | 2. Run the identical job on each CI * GitHub Actions, GitLab CI, Buildkite, CircleCI, Jenkins, etc. can all invoke the same script. |
| google-ai | Semaphore | Normalize Hardware Specs: A "standard" runner on GitHub Actions (roughly 2 vCPUs, 7 GB RAM) differs slightly from a standard container on CircleCI or Semaphore. |
| bing-copilot-search | Semaphore | Semaphore Benchmark (2026): Compared five CI/CD platforms (Semaphore, Buildkite, GitHub Actions, GitLab, CircleCI) using the same Ruby on Rails app, identical OS/runtime/database, and 10 consecutive runs per provider. |
| chatgpt-search | Buildkite | For minimizing workflow disruption, I’d shortlist: * Buildkite — especially strong for Jenkins-style self-hosted builds: agents can remain on your infrastructure, and it has explicit Jenkins migration tooling plus incremental migration support. |
| chatgpt-search | CircleCI | \[1\] * CircleCI — straightforward for shell-heavy Jenkins jobs; its migration docs explicitly recommend copying existing build commands into YAML, while self-hosted execution remains available. |
| chatgpt-search | GitLab | \[2\] * GitLab CI/CD — attractive if you already use GitLab; it provides documented Jenkins-to-`.gitlab-ci.yml` mappings and self-hosted runners. |



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