AI visibility report
Harness ranks #4 in CI/CD & Build Systems AI search.
Outside the top three on 13 of the 25 prompts buyers actually ask.
CircleCI is cited on 5 of those losses.
Free trial. Setup comes pre-filled for Harness.
Also benchmarked
Harness appears in another vertical
Track Harness across these prompts daily.
Start free trial#4 among 16 vendors · still absent from 94% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
Google AI Mode
ChatGPT
Bing Copilot
Gemini Search
Perplexity
GrokHow to read this. Harness appears in 6% of tracked prompt responses and ranks #4 among 16 vendors. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where Harness is losing
Prompts where competitors are visible and Harness is not.
These prompt-level losses are the first prompts to track and repair.
Where Harness is winning2
What CI platforms give engineering teams the best tools for debugging flaky tests and intermittent pipeline failures in a cloud environment?
Avg # 1.0 · 1 platform
Which build systems integrate best with artifact registries and container image repositories for versioning and promotion across environments?
Avg # 2.0 · 1 platform
Where Harness is losing5
Which enterprise build systems handle dynamic pipeline generation best — generating jobs based on which packages changed in a monorepo?
Competitors on 2 platforms
Track this promptWhich CI platforms make it easiest to configure parallel test execution for a Node.js project from scratch?
Competitors on 2 platforms
Track this promptWhich managed CI platforms have the smoothest onboarding experience when migrating a team of 30 engineers from a self-hosted system?
Competitors on 2 platforms
Track this promptWhich CI platforms scale best to handle hundreds of concurrent pipelines during peak hours without queueing delays?
Competitors on 2 platforms
Track this promptWhich CI/CD platforms support multi-cloud and hybrid deployment targets without tying you to a single cloud provider?
Competitors on 2 platforms
Track this prompt
Track Harness daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Harness is a San Francisco-based, AI-native software delivery platform founded in 2017 by Jyoti Bansal and Rishi Singh. The platform spans the full post-code delivery lifecycle — continuous integration, continuous delivery and GitOps, feature management, cloud cost management, infrastructure as code, resilience testing, security testing orchestration, supply chain security, and an internal developer portal. Harness targets enterprise engineering and DevOps teams seeking to replace fragmented, script-heavy toolchains — most notably Jenkins — with a unified, AI-augmented platform. Its 'AIDA' AI layer powers deployment verification, pipeline failure diagnosis, automated rollbacks, and test intelligence. With over 1,000 customers and $570M raised, Harness competes against GitLab, GitHub Actions, and legacy CI/CD providers.
Harness is an AI-native software delivery platform delivering CI, CD & GitOps, feature flags, cloud cost management, security testing orchestration, infrastructure as code management, chaos/resilience testing, an internal developer portal, and software engineering insights in a single modular SaaS offering, designed to automate the entire path from code commit to production.
Key Facts
- Founded
- 2017
- HQ
- San Francisco, USA
- Founders
- Jyoti Bansal, Rishi Singh
- Employees
- 1200+
- Funding
- ~$570M
- ARR
- >$250M (on track, as of Dec 2025)
- Customers
- 1,000+
- Valuation
- $5.5B
- Status
- Private
Target users
Key Capabilities10
- AI-powered CI with claimed 4–8x build acceleration and Test Intelligence
- Continuous Delivery & GitOps for multi-cloud, multi-region, multi-service deployments
- Progressive deployment strategies: canary, blue/green, rolling, with automated verification and rollback
- Feature Management & Experimentation (feature flags, A/B testing)
- Cloud Cost Management with auto-stopping, anomaly detection, and multi-cloud spend visibility
- Security Testing Orchestration and Software Supply Chain Assurance (SLSA, SBOM)
- Infrastructure as Code Management (IaC automation and governance)
- Internal Developer Portal built on Backstage with self-service workflows
- Software Engineering Insights with DORA and SPACE metrics
- AI SRE and Resilience Testing (chaos engineering with 225+ fault types)
Key Use Cases8
- Replacing Jenkins and legacy CI/CD toolchains with no-scripting automation
- Automating multi-cloud deployment pipelines at enterprise scale
- Progressive and self-service delivery for microservices and Kubernetes workloads
- Shift-left security and DevSecOps pipeline integration
- Cloud cost optimization and FinOps governance
- Developer self-service portals and onboarding acceleration
- Engineering performance measurement via DORA metrics
- Controlled feature rollouts and experimentation
Harness customer outcomes
75% increase in deployment rates; build time cut from 22 min to <5 min
United implemented Harness CI/CD as part of its cloud migration, enabling self-service deployments and parallel pipeline execution. The airline achieved a 75% increase in deployment rates and reduced a 22-minute CI build to under 5 minutes.
70% reduction in deployment resources; 40% developer productivity improvement
By automating deployment pipelines with Harness, United reduced deployment resource requirements by 70% and improved developer productivity by 40%, cutting team overhead for deployment verification from 10 people to 1.
Release times reduced from days to 7 minutes
Harness transformed software delivery for Citi's 20,000 engineers, reducing release cycle times from days to 7 minutes.
80-to-1 reduction in developer effort for pipeline changes
Harness enabled Ancestry to implement new pipeline features once and automatically propagate them across every pipeline, dramatically reducing developer effort for pipeline maintenance.
5x faster builds; 36,000 pipelines consolidated to 50 templates
Morningstar modernized its CI/CD ecosystem with Harness, consolidating a large pipeline estate and significantly accelerating build performance.
67% reduction in build failures; 85% improvement in troubleshooting efficiency
NAB deployed Harness to reduce build failures and accelerate troubleshooting across its engineering organization.
Recent Trend
How AI describes Harness3
...cellent | Good | Low | SaaS CI with cloud flexibility | | Buildkite | Excellent | Excellent | Low | Self-hosted compute | | Harness | Excellent | Excellent | Low | Enterprise delivery | | Argo CD (CD) | Excellent | Excellent | Very low | Kubernetes GitOp...
Which CI/CD platforms support multi-cloud and hybrid deployment targets without tying you to a single cloud provider?
Use a platform-agnostic benchmark harness (best approach) The most reliable approach is to make your benchmark independent of the CI provider: * Put all build logic in scripts (Makefile, Bash, PowerShell, Gradle, npm scripts, etc.). * Use ide...
What tools or approaches let you benchmark build execution speed across different CI platforms for the same test suite?
...| ★★★★★ | Large engineering organizations | | CircleCI | ★★★★☆ | ★★★★☆ | ★★★★☆ | Mature SaaS CI with good test insights | | Harness CI | ★★★★★ | ★★★★☆ | ★★★★★ | Teams wanting automated flake management | | GitHub Actions | ★★☆☆☆ (native) | ★★★☆☆ | ★★★★★...
What CI platforms give engineering teams the best tools for debugging flaky tests and intermittent pipeline failures in a cloud environment?
Most cited sources8
- H12
How to Plan a Successful CI/CD Migration Without Disruption
harness.io·Comparison
- H9
Flaky Tests: How to Find, Fix, and Prevent Them
harness.io·Blog Post
- H5
Best Artifact Repository Tools
harness.io·Blog Post
- H4
Harness vs CircleCI: Which Is Right for Your Team?
harness.io·Comparison
- H4
How to integrate artifact registry with CI/CD pipelines effectively
harness.io·Documentation
- H4
Best Practices for Scaling Artifact Registries in Modern ...
harness.io·Documentation
Alternatives in CI/CD & Build Systems6
Harness positions itself as an AI-native, end-to-end software delivery platform — 'AI for everything after code' — competing on platform breadth across CI/CD, security, cost management, testing, and developer portals rather than as a point solution.
- Against Jenkins and older self-managed tools it markets no-scripting automation and enterprise governance; against GitHub/GitLab it emphasizes platform-agnosticism and deeper AI-driven delivery automation; against CircleCI and Buildkite it pitches a more complete DevSecOps and FinOps suite.
- Its modular 'Developer 360' pricing model allows buy-only-what-you-need expansion and per-developer predictability, which it uses as a differentiator from seat-locked or bundled competitors.
Reviews
Praised
- No-code/low-code pipeline creation
- Automated rollbacks and deployment verification
- Strong enterprise governance and RBAC
- AIDA AI assistant for pipeline troubleshooting
- Smooth Jenkins migration experience
- Responsive customer success and support teams
- Scalable parallel pipeline execution
- Unified platform reducing tool sprawl
Criticized
- Steep learning curve for CI/CD beginners
- Some newer modules feel immature at GA
- Costs scale quickly across multiple modules
- Limited on-premises infrastructure support
- Cluttered or confusing UI in places
- Inconsistent support response times
- Product migrations between versions (e.g., IDP v1 to v2, FF generations)
- Missing features in newer product areas
Harness earns strong marks on Gartner Peer Insights (4.6/5 across 147 reviews in the DevOps Platforms market) with reviewers praising its robust CI/CD, ease of pipeline creation, automated rollbacks, and strong customer success engagement. Enterprise users highlight the AIDA AI assistant, governance capabilities, and the IDP's developer self-service workflows. Common criticisms include a steep initial learning curve, some newer modules feeling pre-mature at GA, limited on-premises support, and costs that scale quickly with multi-module adoption. Capterra reviewers frequently cite Harness as a compelling Jenkins replacement but flag occasional UI clutter and inconsistent support response times.
Pricing
Harness uses a modular, per-developer pricing model branded 'Developer 360.' Free plans are available for individuals and small teams across all modules. Enterprise plans offer the full platform with volume-based pricing per developer per module. Modules include CI, CD & GitOps, Feature Management, IaC Management, Security Testing Orchestration, Internal Developer Portal, and others; each can be purchased independently. Cloud Cost Management is priced differently, based on a percentage of cloud spend managed. A bundled 'DevOps Essentials' package combines CI, CD, Code Repository, Security Testing Orchestration, and IaC Management. A premier support add-on is available at approximately 20% of subscription cost. Exact enterprise pricing requires contacting sales; team-tier CD pricing has been cited in the range of $100–$300 per service per month by third-party procurement sources.
Limitations
- Reviewers on Gartner Peer Insights note a steep learning curve for teams less experienced in CI/CD, particularly for advanced features.
- Some newer modules (e.g., IDP v1-to-v2 migrations, Feature Flags generations) have been flagged as reaching GA before being fully enterprise-ready.
- Harness excels in cloud-native environments but has limited support for on-premises infrastructure.
- Costs can scale quickly with usage across multiple modules.
- The UI has been described as cluttered by some users, and occasionally basic features are still missing in newer product areas.
- Support responsiveness has been called out as inconsistent in some Capterra reviews.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | ChatGPT | Gemini Search | Google AI Mode | Perplexity | Bing Copilot | Grok |
|---|---|---|---|---|---|---|
Capability1/5 cited (20%) | ||||||
Which enterprise build systems handle dynamic pipeline generation best — generating jobs based on which packages changed in a monorepo? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which CI/CD platforms have the best native support for running iOS and Android mobile builds without needing self-hosted runners? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which CI platforms support GPU-dependent ML training jobs in a build pipeline without requiring self-hosted runners? | A competitor was cited | A competitor was cited | Your brand was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which CI/CD platforms support multi-cloud and hybrid deployment targets without tying you to a single cloud provider? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Which build systems enforce consistent dependency versions and prevent supply chain issues at the build stage? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Developer Experience1/5 cited (20%) | ||||||
Which CI tools let developers run the exact same pipeline definitions locally for a tight local feedback loop before pushing? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which build systems handle incremental builds and caching best for large TypeScript monorepos to avoid rebuilding unchanged packages? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What CI platforms give engineering teams the best tools for debugging flaky tests and intermittent pipeline failures in a cloud environment? | A competitor was cited | Your brand was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What tools help teams manage secrets and environment variables safely across many CI/CD pipelines without duplicating configuration? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which YAML-based CI systems have the lowest learning curve for developers new to pipeline-as-code? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Integrations & Ecosystem2/5 cited (40%) | ||||||
Which build systems integrate best with artifact registries and container image repositories for versioning and promotion across environments? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What security scanning and SAST tools integrate best into an existing build pipeline without significantly increasing build times? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which CI/CD platforms have the best integrations for sending build failure notifications to project management tools and chat platforms? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which CI providers make pipeline migration easiest — are there any portable pipeline standards that reduce lock-in when switching? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited |
Which CI/CD platforms have the deepest native integrations with container orchestration clusters and serverless deployment targets? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Performance & Reliability1/5 cited (20%) | ||||||
Which build tools offer remote caching for large polyglot monorepos — and what kind of build time reduction is realistic? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which managed CI/CD providers offer the strongest SLAs and uptime track record for teams evaluating reliability before committing? | A competitor was cited | A competitor was cited | Your brand was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which CI platforms scale best to handle hundreds of concurrent pipelines during peak hours without queueing delays? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Which CI platforms or techniques reduce pipeline cold-start times most effectively when using ephemeral containerized runners? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What tools or approaches let you benchmark build execution speed across different CI platforms for the same test suite? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Setup & First Run2/5 cited (40%) | ||||||
Which CI platforms make it easiest to configure parallel test execution for a Node.js project from scratch? | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
What's the fastest CI/CD platform to set up for a monorepo with 15 microservices? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Which managed CI platforms have the smoothest onboarding experience when migrating a team of 30 engineers from a self-hosted system? | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
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? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Which modern cloud-native CI platforms make it easiest to migrate from a self-hosted build setup without breaking existing workflows? | Your brand and a competitor were cited | A competitor was cited | Your brand was cited | A competitor was cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited |
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | CircleCI | 11.3% | 21.1% | 2.0% | 5.3% | 48.0% | #4.2 | +0.40 |
| 2 | Buildkite | 9.3% | 24.8% | 6.0% | 0.0% | 27.3% | #3.0 | +0.50 |
| 3 | GitHub | 8.0% | 16.5% | 4.7% | 1.3% | 69.3% | #3.7 | +0.48 |
| 4 | Harness | 6.0% | 13.8% | 0.7% | 3.3% | 18.0% | #4.3 | +0.37 |
| 5 | GitLab | 4.7% | 9.2% | 2.0% | 2.0% | 67.3% | #3.9 | +0.36 |
| 6 | Semaphore | 2.7% | 6.4% | 0.0% | 2.7% | 6.7% | #3.9 | +0.59 |
| 7 | TeamCity | 2.0% | 2.8% | 0.0% | 2.0% | 0.0% | #7.7 | +0.37 |
| 8 | Earthly | 1.3% | 2.8% | 1.3% | 0.0% | 0.7% | #2.3 | +0.45 |
| 9 | Dagger | 0.7% | 1.8% | 0.7% | 0.0% | 4.0% | #2.5 | +0.70 |
| 10 | Depot | 0.7% | 0.9% | 0.0% | 0.7% | 0.7% | #7.0 | +0.60 |
| 11 | Azure Pipelines | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 12 | CloudBees | 0.0% | 0.0% | 0.0% | 0.0% | 0.7% | — | — |
| 13 | Jenkins | 0.0% | 0.0% | 0.0% | 0.0% | 36.7% | — | — |
| 14 | Nx | 0.0% | 0.0% | 0.0% | 0.0% | 12.0% | — | — |
| 15 | Travis CI | 0.0% | 0.0% | 0.0% | 0.0% | 1.3% | — | — |
| 16 | Turborepo | 0.0% | 0.0% | 0.0% | 0.0% | 11.3% | — | — |
Turn this into your team dashboard
Sign up to unlock project-level analytics, daily tracking, actionable insights, custom prompt configurations, adoption tracking, AI traffic analytics and more.
Free trial. Setup comes pre-filled from this report.