Harness
(https://harness.io) 📸 Data Snapshot: May 30, 2026Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.
There is virtually zero semantic drift between the homepage signal and sub-page substance. The homepage H1 ‘AI for Everything After Code’ is systematically decoded on sub-pages through specific AI features like ‘Test Intelligence,’ ‘AI Error Analyzer,’ and ‘AI-assisted pipeline generation.’ The promise of an ‘AI-Native Software Delivery Platform’ is consistently supported by technical documentation and feature breakdowns across all four pages.
Semantic Coherence is read from the heading hierarchy first: what each page announces in its H1 and headings, then whether the body actually delivers on it. Below is the structure the engine mapped, followed by the clean text to check for drift between promise and reality.
🏗️ Semantic Structure — heading hierarchy & page identity (the promise the page makes)
HOMEPAGE Harness: AI for DevOps, Testing, AppSec, and Cost Optimization (https://harness.io)
Harness: AI for DevOps, Testing, AppSec, and Cost Optimization
NAV_HEADER_HEADING_REPEATED_FOOTER Harness Resource Center (https://harness.io/learn/resource-center/)
Harness Resource Center
NAV_HEADER_HEADING_REPEATED_BODY_FOOTER Continuous Delivery Platform with AI Automation | Harness (https://harness.io/products/continuous-delivery/)
Continuous Delivery Platform with AI Automation | Harness
NAV_HEADER_HEADING_REPEATED_BODY_FOOTER Continuous Integration with AI Automation | Harness (https://harness.io/products/continuous-integration/)
Continuous Integration with AI Automation | Harness
📝 The Narrative — clean text per page (homepage promise vs. sub-page reality)
HOMEPAGE · THIN (https://harness.io) Harness: AI for DevOps, Testing, AppSec, and Cost Optimization
[H1] AI for Everything After Code Harness delivers intelligent AI automation, so your team ships code faster, safer, and smarter.Get started World's most innovative engineering teams build with Harness [IMG: vmware] [IMG: ncr] [IMG: jobvite] [IMG: CITI] [IMG: Ancestry] [IMG: United Airlines] [IMG: Choice Hotels] [IMG: Anaplan] [IMG: Home Depot] [IMG: vmware] [IMG: ncr] [IMG: jobvite] [IMG: CITI] [IMG: Ancestry] [IMG: United Airlines] [IMG: Choice Hotels] [IMG: Anaplan] [IMG: Home Depot] [IMG: vmware] [IMG: ncr] [IMG: jobvite] [IMG: CITI] [IMG: Ancestry] [IMG: United Airlines] [IMG: Choice Hotels] [IMG: Anaplan] [IMG: Home Depot]
SUB-PAGE (https://harness.io/learn/resource-center/) Harness Resource Center
[H1] Harness Resources [H2] Featured resources Research Report [H2] The State of AI-Native Application Security 2025 Harness AI Security Report: 75% of leaders say shadow AI will eclipse shadow IT. Learn critical AI security risks and solutions from 500 experts.Research Report [H2] The State of AI in Software Engineering | Resources February 3, 2026On-demand Webinar [H2] Explore key updates to our Internal Developer Portal November 9, 2025eBook [H2] AI-Native Software Delivery: Produce High-Quality Software Faster November 6, 2025 [H2] State of Reports [IMG: Illustration of a digital brain surrounded by floating screens with AI and security icons, alongside text reading] REPORT [H3] The State of AI-Native Application Security 2025 [IMG: Graphic titled The State of AI in Software Engineering 2025 with a central AI microchip surrounded by orbiting digital nodes on a purple gradient background.] REPORT [H3] State of AI in Software Engineering [IMG: Title text] REPORT [H3] State of Software Delivery - Beyond CodeGen: The Role of AI in the SDLC [IMG: Text] REPORT [H3] FinOps in Focus: 2025 - Control Cloud costs from code to Production [H2] New to Harness? Start here [IMG: RSS feed icon with three curved lines radiating from a dot.] [H3] Blog Read on for educational material, technical deep dives, CI/CD tool comparisons, Harness tutorials, and everything in between. [IMG: White user or person icon on transparent background.] [H3] Customer Stories Hundreds of DevOps and engineering teams are powered by Harness to become elite performers in velocity, quality, efficiency, and governance. [IMG: Icon of two overlapping books representing a guide or manual.] [H3] Comparison Guide The Harness CI/CD Platform is a complete end-to-end solution for the modern DevOps team. [IMG: Open book icon with two visible pages and lines representing text.] [H3] DevOps Academy Learn collaboration, automation, and constant improvement to transform how teams manage applications in the fast-paced digital world. [H2] Harness Webinars [IMG: Harness logo with the text] [H3] Harness Live Demo [IMG: Text] [H3] Harness Hands On Labs [IMG: Text reading] [H3] Harness on Harness [H3] Better Together with Harness [H2] Resource Library Thank you! Your submission has been received!Oops! Something went wrong while submitting the form.Shipping Faster, Breaking More: Rethinking Delivery Systems in the Age of AIOn-demand WebinarShipping Faster, Breaking More: Rethinking Delivery Systems in the Age of AINo items found.DevOps & AutomationEvolving Feature Management & ExperimentationEvolving Feature Management & ExperimentationNo items found.No items found.Zero-Day, Zero Delay: Your Mythos & AI-Era Vulnerability GuideeBookZero-Day, Zero Delay: Your Mythos & AI-Era Vulnerability GuideAI SecuritySecurity Testing OrchestrationSecurity & ComplianceMulti-Million-Dollar Lessons: What FinOps Maturity Actually Looks LikeOn-demand WebinarMulti-Million-Dollar Lessons: What FinOps Maturity Actually Looks LikeNo items found.Cost & OptimizationSafely Accelerate Releases With Pipelines and Feature FlagsOn-demand WebinarSafely Accelerate Releases With Pipelines and Feature FlagsNo items found.Testing & ResilienceIaC Isn’t Enough for Database DeliveryOn-demand WebinarIaC Isn’t Enough for Database DeliveryNo items found.DevOps & AutomationDemystifying AI SAST: How AI Helps SAST Finally WorkOn-demand WebinarDemystifying AI SAST: How AI Helps SAST Finally WorkNo items found.Security & ComplianceApplication SecurityDatasheetApplication SecurityNo items found.No items found.AI SecurityDatasheetAI SecurityNo items found.No items found.Application Security Testing (AST)DatasheetApplication Security Testing (AST)No items found.No items found.Security Testing Orchestration (STO)DatasheetSecurity Testing Orchestration (STO)No items found.No items found.Web Application & API Protection (WAAP)DatasheetWeb Application & API Protection (WAAP)No items found.No items found.Supply Chain Security (SCS)DatasheetSupply Chain Security (SCS)No items found.No items found.The Platform Engineer’s Guide to Sustainable Module ManagementeBookThe Platform Engineer’s Guide to Sustainable Module ManagementNo items found.DevOps & AutomationThe API Visibility Trap: When Excessive Signal Complicates ProtectioneBookThe API Visibility Trap: When Excessive Signal Complicates ProtectionNo items found.Security & ComplianceOvercome the Argo Ceiling with HarnessOn-demand WebinarOvercome the Argo Ceiling with HarnessNo items found.No items found.Experimentation: Your Secret Weapon For Validating AI-Generated CodeOn-demand WebinarExperimentation: Your Secret Weapon For Validating AI-Generated CodeNo items found.Testing & ResilienceDesigning a Control Plane for Cloud Infrastructure: Governance, State, and Continuous OrchestrationOn-demand WebinarDesigning a Control Plane for Cloud Infrastructure: Governance, State, and Continuous OrchestrationNo items found.DevOps & AutomationTaming AI Code Sprawl With Harness Feature Flag PoliciesOn-demand WebinarTaming AI Code Sprawl With Harness Feature Flag PoliciesNo items found.No items found.Demystifying AI SAST: How AI Helps SAST Finally WorkOn-demand WebinarDemystifying AI SAST: How AI Helps SAST Finally WorkNo items found.Security & ComplianceRisks in AI-Native Systems: Why AI Security Is Still an API Security ProblemOn-demand WebinarRisks in AI-Native Systems: Why AI Security Is Still an API Security ProblemNo items found.Security & ComplianceHow to rethink software releases in the age of AIOn-demand WebinarHow to rethink software releases in the age of AINo items found.DevOps & AutomationIntegrating Database DevOps: The Path to Seamless CI/CD and Guaranteed Data IntegrityeBookIntegrating Database DevOps: The Path to Seamless CI/CD and Guaranteed Data IntegrityNo items found.No items found.Tag, You’re It: The Backbone of FinOpsOn-demand WebinarTag, You’re It: The Backbone of FinOpsNo items found.Cost & OptimizationWhy AI necessitates a platform modelOn-demand WebinarWhy AI necessitates a platform modelNo items found.DevOps & AutomationExperiment at AI Speed: Warehouse Native Analytics for Modern TeamsOn-demand WebinarExperiment at AI Speed: Warehouse Native Analytics for Modern TeamsNo items found.Testing & ResilienceHow Building Greener Software Cuts Your Bottom LineOn-demand WebinarHow Building Greener Software Cuts Your Bottom LineNo items found.Cost & OptimizationDerisking Releases in the AI EraOn-demand WebinarDerisking Releases in the AI EraNo items found.Security & ComplianceHow To Architect a CI/CD Pipeline That Really ScalesOn-demand WebinarHow To Architect a CI/CD Pipeline That Really ScalesNo items found.DevOps & AutomationWhy Engineering Metrics Fail - and How Leaders Can Make Them StickOn-demand WebinarWhy Engineering Metrics Fail - and How Leaders Can Make Them StickNo items found.Cost & Optimization The AI Code Wave: How to Use Intelligent Quality Gates to Prevent Reviewer BurnoutOn-demand Webinar The AI Code Wave: How to Use Intelligent Quality Gates to Prevent Reviewer BurnoutNo items found.DevOps & AutomationFrom Chaos to Control: Vol 1eBookFrom Chaos to Control: Vol 1No items found.No items found.Bridging the Gap-FinOps Strategies For Engineering & FinanceOn-demand WebinarBridging the Gap-FinOps Strategies For Engineering & FinanceNo items found.Cost & OptimizationDeploying at AI Speed: Supercharging Rollouts With Pipelines and Feature FlagsOn-demand WebinarDeploying at AI Speed: Supercharging Rollouts With Pipelines and Feature FlagsNo items found.Cost & OptimizationArtifact Security: Closing the Gap in Your DevSecOps StrategyeBookArtifact Security: Closing the Gap in Your DevSecOps StrategyArtifact RegistryDevOps & AutomationSoftware Supply Chain Security: More Than Open SourceOn-demand WebinarSoftware Supply Chain Security: More Than Open SourceNo items found.Security & ComplianceFrom YAML Chaos to Self-Service: Standardizing Delivery with an Internal Developer PortalOn-demand WebinarFrom YAML Chaos to Self-Service: Standardizing Delivery with an Internal Developer PortalNo items found.Internal Developer PortalCloud Cost Optimization Isn't Broken, The Approach isOn-demand WebinarCloud Cost Optimization Isn't Broken, The Approach isNo items found.Cloud & AI Cost ManagementHow to Migrate off Jenkins to a Modern CI/CD SolutioneBookHow to Migrate off Jenkins to a Modern CI/CD SolutionContinuous Delivery & GitOpsDevOps & AutomationBeyond the Toggle: Feature Flags as Your Migration Safety NeteBookBeyond the Toggle: Feature Flags as Your Migration Safety NetFeature Management & ExperimentationFeature Management & ExperimentationFeature Flags: Essential GuideeBookFeature Flags: Essential GuideFeature Management & ExperimentationTesting & ResilienceSecuring AI Velocity: Making Enterprise DevOps Modern and Efficient with Harness and AWSOn-demand WebinarSecuring AI Velocity: Making Enterprise DevOps Modern and Efficient with Harness and AWSDevOps & AutomationNo items found.Context is the New Code: The Enterprise AI BlueprintOn-demand WebinarContext is the New Code: The Enterprise AI BlueprintNo items found.AI Code AgentYour Agent Has Gone Rogue: Dissecting Emerging Attacks Against DevSecOps AI ToolsOn-demand WebinarYour Agent Has Gone Rogue: Dissecting Emerging Attacks Against DevSecOps AI ToolsWeb Application & API ProtectionSecurity & ComplianceYou're not overspending, you're under-saving On-demand WebinarYou're not overspending, you're under-saving No items found.Cloud & AI Cost ManagementThe State of AI-Native Application Security 2025Research ReportThe State of AI-Native Application Security 2025Application Security TestingSecurity & ComplianceMeasuring the Impact of AI in Software Development: A Data-Driven ApproachOn-demand WebinarMeasuring the Impact of AI in Software Development: A Data-Driven ApproachNo items found.AI DevOps AgentOWASP API Security Top 10… or should it be 4?eBookOWASP API Security Top 10… or should it be 4?Application Security TestingSecurity & ComplianceOvercoming the AI Velocity Paradox in SecurityOn-demand WebinarOvercoming the AI Velocity Paradox in SecurityAI Code AgentNo items found.The Practical Guide to Modernizing Infrastructure DeliveryeBookThe Practical Guide to Modernizing Infrastructure DeliveryInfrastructure as Code ManagementDevOps & AutomationThe State of AI in Software Engineering | ResourcesResearch ReportThe State of AI in Software Engineering | ResourcesHarness AINo items found.
SUB-PAGE (https://harness.io/products/continuous-delivery/) Continuous Delivery Platform with AI Automation | Harness
[H1] Continuous Delivery. Simplified with AI. Purpose-Built To Streamline Complex Deployments - No More Hacked CI Tools.Get a demoSign up now [IMG: Pause] Trusted by leading organizations [IMG: vmware] [IMG: ncr] [IMG: jobvite] [IMG: CITI] [IMG: Ancestry] [IMG: United Airlines] [IMG: Choice Hotels] [IMG: Anaplan] [IMG: Home Depot] [IMG: vmware] [IMG: ncr] [IMG: jobvite] [IMG: CITI] [IMG: Ancestry] [IMG: United Airlines] [IMG: Choice Hotels] [IMG: Anaplan] [IMG: Home Depot] [IMG: vmware] [IMG: ncr] [IMG: jobvite] [IMG: CITI] [IMG: Ancestry] [IMG: United Airlines] [IMG: Choice Hotels] [IMG: Anaplan] [IMG: Home Depot] [H2] Your CI Tool Isn't a CD Tool. AI coding assistants are accelerating code creation, but software delivery has become the chokepoint. You're stuck managing brittle scripts, wrangling Argo sprawl, suffering from slow, risky deployments, and coordinating releases across teams with manual processes that don't scale. [IMG: Icon of a white document with green code lines and two green gears, symbolizing maintenance and brittle scripts.] 1. Brittle Scripts & MaintenanceRelying on custom scripts costs engineering hours, slows delivery, and risks breaking with every little change. [IMG: Magnifying glass focused on a red question mark, surrounded by circular lines with red warning triangles.] 2. Fragmented VisibilityTeams fly blind, coordinating releases with spreadsheets, Teams and Slack - leading to errors, delays and manual toil. [IMG: Red warning triangle with exclamation mark overlaying blurred computer windows with code and interface elements.] 3. Risky Manual RollbackWhen a deployment causes problems, teams are stuck digging through logs and performing clunky, high-risk interventions. [H2] Harness is Your AI Partner for Delivery Richer Context Makes Smarter AI [H3] Verification & Rollback Harness AI automatically integrates with your observability tools to detect problems & trigger rollbacks.Learn Moreabout verification and rollback [H3] Pipeline Builder Tell Harness about the pipeline you want in natural language and Harness will generate it for you.Learn More about Pipeline Builder [H3] Error Analyzer Let Harness sift through deployment error logs for you. It will summarize the errors and how to fix them.Learn More about Error Analyzer [H2] Built for Teams Driving Modern Delivery Harness empowers every role involved in software delivery to eliminate toil and focus on what matters most. [IMG: Green sphere at the center with white lines connecting to outer labels on a hexagonal network.] For Platform EngineersStandardize delivery with flexible guardrails and empower developers with self-service capabilities. [IMG: Green circular icon with two sparkling stars inside.] For DevelopersShip faster with AI-generated pipelines automated safety checks, and less time spent on manual coordination. [IMG: Speedometer illustration with dial needle pointing slightly above mid-range.] For Engineering LeadersImprove DORA metrics, reduce deployment risk, and accelerate innovation velocity to drive business outcomes. [IMG: Toggle switch in the on position with a green circular knob on the right side.] For Release ManagersGain end-to-end visibility, orchestrate complex releases, and create a complete audit trail for compliance. [H2] Core Capabilities [IMG: Illustration of an orange octopus wearing a white space helmet.] GitOpsTame Argo Sprawl with Centralized management that works with Open Source.Learn More about GitOps [IMG: Green pipeline icon with three horizontal segments connected by circular nodes.] Powerful PipelinesFlexible, fast and dynamic pipelines put you in control.Learn More about Powerful Pipelines [IMG: Gray cloud icon with a black shadow on a white background.] Deploy Anything AnywhereFrom multi-cloud serverless to mainframe it works.Learn More about Deploy Anywhere [IMG: Green checkmark inside a green diamond-shaped border on transparent background.] Al Verification & RollbackA safety net for your deployments detects trouble and reacts intelligently.Learn More about AI-Assisted Deployment Verification [IMG: Green wrench and screwdriver crossed icon representing tools or settings.] TemplatesStreamline pipeline creation and maintenance with reusable stages and pipelines.Learn More about Templates [IMG: Green icon of a bank or government building with four columns and a triangular roof.] DevOps Pipeline GovernanceEnable self-service through smart governance.Learn More about DevOps Pipeline Governance [IMG: Icon of a gray server tower with a green gear above it representing release management.] Release ManagementModern orchestratedchange of related services or tiers. [IMG: Green line icon of a rocket ship.] Advanced Deployments Made ScriptlessCanary & Blue-Green deploys checkbox simple.Learn More about Advanced Deployments [IMG: Green pencil icon tilted to the right.] Simple Pipeline AuthoringAuthor via prompt, YAML or visual designer.Learn More about Simple Pipeline Authoring [IMG: Tablet screen displaying a green-themed cover titled] [H2] Definitive Guide to Continuous Delivery Discover how to empower your application teams to improve speed, governance, and security, to deliver a better user experience while meeting evolving customer needs.Read the ebook [H2] Build powerful pipelines [H3] Visual and code editor Harness provides elegant drag-and-drop and developer friendly as-code experiences. Toggle between them as you like. Once you have a great pipeline, save it as a template to allow versioned, parameterized reuse. You don’t have to repeat yourself. [H3] Advanced controls Synchronize key events across services using Barriers to ensure the database is up before service is rolled out. Leverage looping or matrix actions to hit every combination. [H3] Workflow integration Harness integrates with ticketing systems to automatically raise tickets for approval and proceed when they’re approved. Customize what happens when an approval is waiting too long or approvals for similar deployments stack up.View Details -> [IMG: Green checkmark on a rolled document icon inside a dark circle with a bright green outer ring.] [H2] Guardrail your deployments [IMG: Policy set titled CD Pipeline Guardrails showing two status cards:] [IMG: Notification showing test environment infrastructure policy failure: K8s cluster name must contain input.env:] [IMG: User interface with three deployment freeze settings:] [IMG: 3D abstract shape with a blue capsule intersecting a green rounded form on a black background.] [IMG: Three panels showing user and user group counts: first has 3 users and 3 groups, second has 40 users and 15 groups, third has 100 users and 57 groups, each with user avatars and a plus icon.] [IMG: 3D abstract shape with a blue capsule intersecting a green rounded form on a black background.] [IMG: Audit trail showing user actions on resources with timestamps, user photos, names, actions like updated, deleted, or created, and YAML code difference highlighting changes in project tags.] [IMG: 3D abstract shape with a blue capsule intersecting a green rounded form on a black background.] [IMG: User interface showing a dropdown menu under] [IMG: 3D abstract shape with a blue capsule intersecting a green rounded form on a black background.] [H3] Flexible policies using Open Policy Agent Give developers permission to edit pipelines while central teams dictate rules like, “All production deployments must have an approval step”. With OPA, teams can be empowered while scalable guardrails ensure compliance. [IMG: Policy set titled CD Pipeline Guardrails showing two status cards:] [H3] Deployment freeze Want to prevent deployments during sensitive times? Deployment freezes allow you to block deployments of specified services and environments for a specific window of time. [IMG: User interface with three deployment freeze settings:] [H3] Enterprise grade role-based access control Fine grained Role-Based Access Control defines who can access your resources and what actions they can perform. [IMG: Three panels showing user and user group counts: first has 3 users and 3 groups, second has 40 users and 15 groups, third has 100 users and 57 groups, each with user avatars and a plus icon.] [H3] Audit trails Harness provides clear and easily accessible audit trails so you know who made a change. With better visibility, you can meet your compliance requirements. [IMG: Audit trail showing user actions on resources with timestamps, user photos, names, actions like updated, deleted, or created, and YAML code difference highlighting changes in project tags.] [H3] Template library for standardization Provide users with a process template to follow your enterprise standards and reduce configuration effort. [IMG: User interface showing a dropdown menu under] View Details -> [IMG: Dashboard panels showing deployments data: 300 deployments down 17%, 15% failure rate down 5%, deployment frequency 2 per week down 5%, above a stacked area chart of instance count history over seven dates.] [H2] Visualize your DevOps data Harness dashboard provide visibility into your continuous delivery performance. Out of the box overview dashboards provide DORA metrics known to predict high performance in technology teams. Service-level dashboards detail what’s where, and bring recent deployments to your fingertips. For those that want to customize, our Looker powered custom dashboards make it easy to craft custom dashboards and automate sending them to interested parties on a schedule or a conditional alert.View Details -> [H2] The Core of Your Software Delivery Platform From Code to CustomerHarness Continuous Delivery & GitOps is powerful on its own, but it's unstoppable when combined with the full Harness platform. Unify your entire toolchain to build, test, deploy, and verify in a single, seamless experience made more intelligent by rich data about your entire process. [IMG: Flowchart of a deployment pipeline with stages: Build, Deploy to QA, Deploy App, Verify Deployment, Enable Features, Test & Secure, Swap Blue and Green, ServiceNow Approval, and Prod deployment.] [H2] Enterprise Release Control Orchestrate complex releases without slowing downMove beyond a single pipeline to a "pipeline of pipelines." Harness provides a unified, visual framework to coordinate all automated and manual activities required for a complex release. Get end-to-end visibility with a shared release calendar, eliminate manual tracking in spreadsheets, and create an immutable audit history for every release and hotfix. [IMG: User interface showing Branch Cut, Build and Deploy Process with phases, tasks like Prepare Build Configuration, Security Vulnerability Scan, and a timeline with deployment stages.] [IMG: Two overlapped ArgoCD application panels showing application details with healthy and synced status badges, connected to a GitOps workflow diagram with three steps: commit git source, continuous delivery, and cluster sync.] [H2] GitOps done right Unify Your GitOps EstateEliminate "Argo Sprawl" with a single pane of glass to manage applications and visualize Argo Rollouts across all your clusters.Orchestrate Multi-Stage PromotionsEliminate manual toil by adding automated approvals, quality gates, and notifications to your GitOps workflow.Enforce Enterprise GuardrailsAutomate compliance with a built-in OPA policy engine and eliminate risk with dynamic, just-in-time secret management.Deploy Safely with AI Verification & RollbackAutomatically analyze logs and metrics to verify deployment health and trigger an intelligent rollback at the first sign of failure.View Details -> [H2] Any app anywhere, no scripting [H3] Target any cloud or data center Deploy to any services of the leading public cloud providers like AWS, GCP, Azure and more [H3] Author pipelines with AI Ask for help creating, updating or fixing pipelines. Harness AI is like a DevOps pro at your side [H3] Infrastructure provisioning Create short lived environments to save cost using a wide range of Infra Provisioners including Terraform, Harness IaCM, Terragrunt, AWS CDKView Details -> [H2] More integrations, less scripting [IMG: Azure logo] [IMG: Jenkins logo] [IMG: Blue shield with a check mark inside, symbolizing security or protection.] [IMG: bamboo logo] [IMG: Jira logo] [IMG: git logo] [IMG: dynatrace logo] [IMG: Docker logo] [IMG: github actions logo] [IMG: DataDog company logo.] [IMG: Amazon logo with black text and an orange arrow forming a smile beneath it.] [IMG: slack logo] [IMG: Illustration of a warrior in dark armor with a glowing green sword and a large shoulder shield.] [IMG: Veracode company logo in blue and orange.] [IMG: Jenkins logo] [IMG: Dark blue oval glow with soft edges on a black background.] [H2] Customer Success Stories [H3] United Harness gave us a lot of best practices right out of the box with reusable templates so developers don’t need to perform any guesswork to determine how the best pipeline should be built.Raji Koppala, Senior Manager of DevOpsRead the full story [IMG: Commercial airplane with United Airlines livery ascending against a blue sky with scattered clouds.] [IMG: Skillsoft logo with stylized text and three right-pointing arrow shapes.] [H3] Skillsoft We barely had to train anyone on Harness. There’s a big green flag for successful deployments, and if something goes wrong, they can just read the Harness log.Anil D’Silva, Senior Director of DevOpsRead the full story [IMG: Smiling woman with long hair holding a tablet and sitting at a wooden table against a dark textured wall.] [IMG: Skillsoft logo with stylized text and three right-pointing arrow shapes.] [H3] Ulta Beauty Time-to-market for our eCommerce platform was a huge benefit of Harness. We saved months of time. Months. Harness really came through in a big way for that project.Michael Alderson, Principal Cloud ArchitectRead the full story [IMG: Exterior view of an Ulta Beauty store with large sign above entrance and orange awnings.] [H3] UWM In a past position I tried to set up a simple-to-use integration in Jenkins and it took months. We needed a tool that would take minutes.Bill Reynolds, DevOps EngineerRead the full story [IMG: Man wearing glasses and a UWM hoodie speaking to two people at a conference table in a modern office setting.] [H2] Ride the wave of Modern Software Delivery Get a demoSign up now [IMG: Three gray user profile icons with the center icon enlarged and outlined in a circle.] Have a question? We are here to help!Talk to an Expert [H2] Frequently Asked Questions [H3] How do I safely implement Progressive Delivery and A/B Testing without manual intervention? Progressive Delivery is a strategy where software is introduced to some users or traffic before others to manage risk during the release process. Progressive Delivery is enabled by integrating several technical strategies, including Feature Management and Experimentation, Canary Releas
SUB-PAGE (https://harness.io/products/continuous-integration/) Continuous Integration with AI Automation | Harness
[H1] Accelerating Continuous Integration with AI Speed up builds by 8x as compared to other CI solutions using AI-powered features and hosted build infrastructure.Get a demoMigrate off Jenkins [IMG: Blurred large purple ellipse shape with soft edges on a transparent background.] [IMG: Soft pink blurred ellipse shape with a glowing edge on a transparent background.] [IMG: Glowing blue abstract organic shape with soft edges on a transparent background.] Continuous Delivery [IMG: Pause] Easily build compliant pipelinesCustomized pipelines, not generic. Harness AI uses your templates, tools, environments, and governance to meet your standards.Eliminate Manual Developer TasksHarness AI automates manual tasks, like ensuring CI builds succeed and increasing code coverage, into intent-driven workflows that iteratively fix build failures.Get your personal DevOps architectHarness AI's Architect Mode is a DevOps expert that helps engineers design compliant pipelines by understanding their requirements.Trusted by leading organizationsThe worlds largest companies trust the Harness platform [IMG: vmware] [IMG: ncr] [IMG: jobvite] [IMG: CITI] [IMG: Ancestry] [IMG: United Airlines] [IMG: Choice Hotels] [IMG: Anaplan] [IMG: Home Depot] [IMG: vmware] [IMG: ncr] [IMG: jobvite] [IMG: CITI] [IMG: Ancestry] [IMG: United Airlines] [IMG: Choice Hotels] [IMG: Anaplan] [IMG: Home Depot] [IMG: vmware] [IMG: ncr] [IMG: jobvite] [IMG: CITI] [IMG: Ancestry] [IMG: United Airlines] [IMG: Choice Hotels] [IMG: Anaplan] [IMG: Home Depot] [H2] Benchmarking Build times for Open Source Repositories RocketMQ - 5x fasterwith other CI solution39 minswith Harness8 minsKafka - 12x fasterwith other CI solution37 minswith Harness3 minspython requests - 6x fasterwith other CI solution94 secswith Harness16 secsconcurrent ruby - 6x fasterwith other CI solution180 secswith Harness31 secs [H2] Next-generation CI/CD For Dummies Stop struggling with tools—master modern CI/CD and turn deployment headaches into smooth, automated workflows.Read the ebook [H2] Lightning Fast Builds Harness Continuous Integration uses AI, smart testing & caching, and hyper-optimized infrastructure to accelerate software builds. [H3] Run Only Tests That Matter Accelerate test cycles by 80% using AI-based Test Intelligence™.Learn more about Test Intelligence™See this in actionLearn more about optimization [H3] Cache and Build Faster Use smart caching at every step of the build process by caching build outputs from Gradle, Bazel, and Maven, docker layers, and dependencies.Learn more about smart caching featuresCustomer exampleImplementation guide [H3] Enhance Productivity with AI and Templates Utilize Templates and AI to create and maintain pipelines.Learn more about AI remediationExplore AI DevOps AgentAI Test Automation [H3] Use Hyper-Optimized Build Infrastructure Use the extremely secure Harness Cloud to experience lightning-fast builds at reasonable costs.Learn more about Harness Cloud [H2] Secure Your CI Process Harness CI makes sure that your CI process is completely secure [H3] Achieve SLSA L3 Compliance Leverage Harness Cloud to ensure that your builds are tamper-proof.Complete Security SolutionSecurity Best Practices [H3] Bring in your preferred Security Scanners Integrate with popular security scanners for execution of container, SAST, SCA, and DAST security scans, bringing robust security checks into your CI/CD pipeline. [H3] View & Fix Vulnerabilities That Matter Harness intelligently deduplicates, prioritizes vulnerabilities across all scanners and recommends a fix, helping you focus on the vulnerabilities that matter most.Learn more about Security Scanning in CIAdvanced Security TestingSecurity Case Study [IMG: Dashboard showing baseline issues over the last 60 days with a stacked bar chart categorized by Low, Medium, High, and Critical issues, plus breakdowns of added and remediated issues for June 10th and today] [IMG: Nose of a United Airlines airplane with the United logo beneath it on a dark background.] [H2] United Airlines Accelerates Builds by 75% With Harness As part of its digital transformation efforts, United moved from monolithic applications to microservices.Read related case studies [H2] Govern Harness CI enables robust governance for your CI/CD with centralized policy engine, granular templates, RBAC & more! [IMG: Flowchart showing CI/CD pipeline stages with build, deploy, scans, approval, and deployment to production failing policy check for code quality but passing container image scan policy.] [IMG: Blue elliptical shape with gradient shading and soft shadow on a transparent background.] [IMG: Dashboard showing total builds 13,990, build success rate 41.93%, median daily builds 466, mean duration 12:08, and failure rates by pipeline with Build iOS at 100%, Build Catalog 85.53%, Security Scans 77.27%, Test App 65.06%, Build and Deploy 57.16%, Build and Test 42.12%, and Trigger Tests 36.72%.] [IMG: Blue elliptical shape with gradient shading and soft shadow on a transparent background.] DORA metrics dashboard [IMG: Jira approval step in a CI pipeline showing pending approval for Jira ticket CEF-1124 with criteria that status must equal Approved, and a pipeline flow with Build test push, Jira approval, Deploy app, and an option to add a stage.] [IMG: Blue elliptical shape with gradient shading and soft shadow on a transparent background.] [IMG: A table showing user actions with columns Time (PST), User, Action, and Resource. Entries include: Oct 12, 2023, Peter Bishop updated Build and test pipeline with YAML code differences; Oct 7, 2023, Mary Smith deleted Kubernetes-delegate resource; Oct 2, 2023, John Smith created Artifactory connector.] [IMG: Blue elliptical shape with gradient shading and soft shadow on a transparent background.] [IMG: Three user role cards titled Read Only, Pipeline Creator, and Pipeline Executor showing user counts and group numbers.] [IMG: Blue elliptical shape with gradient shading and soft shadow on a transparent background.] [IMG: Flowchart showing Build/CI with steps Generate SLSA Provenance and Generate Sign and Attest SBOM linking to Deploy/CD with steps Track Usage and Enforce Policies.] [IMG: Blue elliptical shape with gradient shading and soft shadow on a transparent background.] [IMG: Diagram showing a secure code process flow with icons for search, task completion, and connectivity, overlaid on code with lock and key symbols representing encryption.] [IMG: Blue elliptical shape with gradient shading and soft shadow on a transparent background.] Security [H3] Standardize with templates and OPA policies Empower developers with the autonomy to edit pipelines, while central teams create 'golden' templates and enforce essential rules like 'Require container security scanning'. With OPA, we strike a balance between empowering individual teams and maintaining scalable guardrails to ensure compliance across the board. [IMG: Flowchart showing CI/CD pipeline stages with build, deploy, scans, approval, and deployment to production failing policy check for code quality but passing container image scan policy.] [H3] Out-of-the-box DORA Metrics & More Utilize Harness to achieve a clear view of your entire SDLC, promptly spot obstacles for faster software delivery. It offers detailed insights across builds, security flaws, test outcomes, deployments, etc., via comprehensive dashboards. Moreover, you're empowered to personalize and craft dashboards that cater to your unique requirements.Learn more > [IMG: Dashboard showing build metrics including total builds 13,990, build success rate 41.93%, median daily builds 466, mean duration 12:08, and a chart of total builds from January to June 2023. Failure rate by pipeline lists test failure rates with Build iOS at 100%, Build Catalog 85.53%, Security Scans 77.27%, Test App 65.06%, Build and Deploy 57.16%, Build and Test 42.12%, and Trigger Tests 36.72%.] [H3] Streamlined approvals & instant notifications Simplify your approval processes and stay on top of pipeline events with real-time notifications. Our integration with tools like Jira, Slack, and ServiceNow ensures quick decision-making without slowing down development. [IMG: Jira approval step interface showing approval criteria with status set to Approved and a pipeline flow with stages: Build test push, Jira approval, Deploy app, and Add stage.] [H3] Audit trails Maintain full visibility and readiness for audits with Harness's detailed audit trails, providing clear records of all actions and changes within your pipelines and other resources. [IMG: Table with columns Time (PST), User, Action, and Resource showing entries for Oct 12, 2023 updated by Peter Bishop with Build and test pipeline including YAML code differences; Oct 7, 2023 deleted by Mary Smith Kubernetes-delegate; and Oct 2, 2023 created by John Smith Artifactory connector.] [H3] Enterprise grade role-based access control Fine grained Role Based Access Control (RBAC) to allow for tailored access management, ensuring each team member has the right level of access to perform their roles effectively while maintaining security protocols. [IMG: Three user role cards labeled Read Only with 3 users and 3 user groups, Pipeline Creator with 40 users and 15 user groups, and Pipeline Executor with 100 users and 57 user groups.] [H3] SLSA L3 compliance without complications Leverage Software Supply Chain Assurance to achieve SLSA L3 Compliance with ease. Harness automatically crafts SBOMs and attestations, safeguarding the integrity of your artifacts every step of the way. [IMG: Workflow diagram showing Build/CI process generating SLSA Provenance and signing SBOM, followed by Deploy/CD process tracking usage and enforcing policies.] [H3] Your data is our top priority Harness is committed to data security and complies with GDPR, CCPA, and other privacy laws. Read more about Security and Compliance at Harness. [IMG: Diagram of a secure development pipeline with icons for lock, key, code, and process stages connected by a linear flow.] Harness named a Leader in the Gartner Magic Quadrant™ for DevOps Platforms!Read the reportTOP RATED [H3] has named [H3] Harness as a leader [IMG: Three G2 Leader badges for Fall 2024 labeled EMEA, Enterprise, and Mid-Market.] "Harness CI provides consistent results across in CI and architecture is pluggable / scalable with any features based on customers need." [H2] Seamless Integration with Your Favorite Tools Harness CI has first-class integration with the Harness Platform and your favorite SDLC tools. [H3] Any SCM, Any Language, Any Platform Integrate with Harness Code Repository or any Git-based source code managers (SCMs) and build and test applications built on a wide range of languages and for any platform (Linux, Windows, or macOS). [H3] Thousands of Integrations without Arduous Scripting Create your own or tap into the collective wisdom of community plugins by leveraging Drone Plugins, GitHub Actions, and Bitrise Steps in your CI Pipelines. Use YAML or Visual editor to create pipelines.Learn more about Explore pluginsCUSTOMERS [H2] Trusted by DevOps and Developers Hundreds of DevOps and engineering teams are powered by Harness to become elite performers in velocity, quality, efficiency, and governance. [H3] United Airlines By choosing Harness for CI and CD, we were able to give the governance policies to the developers and create the guardrails we needed. Harness gives us a platform rather than just a DevOps tool. [IMG: Close-up of a United Airlines airplane parked at the airport with a city skyline in the background.] [H3] Ancestry “Our teams were initially skeptical of getting rid of their Jenkins pipelines for Harness, but now they’re big fans of the Harness user interface.” [IMG: Close-up of a smiling woman with curly hair wearing headphones against a blue background.] [IMG: Xactly company logo with a stylized orange and white text on dark background.] [H3] Xactly “I don’t hear people complain anymore about builds. I can’t tell you how much better that makes me feel. Those things are hard to quantify, but so much more impactful than the dollars.” [IMG: Xactly company logo with the X in orange and remaining letters in white on a dark gray background.] [H3] Kajabi Kajabi cut down 50% of their CI costs using Harness. Kajabi reduced their p90 build time by half while also reducing costs by half using Harness CI. [IMG: Close-up of hands typing on a laptop keyboard with floating digital icons representing communication and technology.] [H3] Lessonly by Seismic “With Harness, I’ve seen failures get triaged and solved—like completely solved—without us ever being involved, which is super empowering.” [IMG: Lessonly logo with icons of speech bubbles, a person wearing a headset, a graduation cap, and a light bulb.] [H3] Qrvey Qrvey reduced build times by 8x with Harness CI.Qrvey used Harness CI to significantly reduce build times in a cost effective way and also made the build process more secure. [IMG: Abstract digital dashboard with blue and orange bar charts, circular graphs, and data points on a dark blue background.] [H2] Frequently Asked Questions [H3] What is Harness CI and how does it accelerate my CI process? Harness CI is a continuous integration platform that securely accelerates build and test execution times by almost 8x. Harness CI uses AI-powered features, such as creating organization-specific pipelines, troubleshooting pipeline issues, and Test Intelligence, along with Cache Intelligence and hyper-optimized infrastructure, to help teams build and test code faster within the Harness Platform. The Harness Code Repository (Git-based SCM) comes free as a part of Harness CI. [H3] How can I speed up the build times with Harness CI? Harness’s Build and Cache Intelligence features use smart caching at every step of the build process by caching build outputs from Gradle, Bazel, and Maven, as well as Docker layers and dependencies, significantly reducing build times and improving efficiency. [H3] How can I accelerate my test execution time with Harness CI? Test Intelligence uses AI to identify and run only the tests that matter based on code changes, accelerating test cycles by up to 80% and significantly reducing developer time. [H3] What is Harness Cloud, and what makes it secure? Harness Cloud (Harness’s hosted infrastructure) provides lightning-fast builds on optimized virtual machines, while ensuring tamper-proof (SLSA-L3 compliant) builds through robust security features. [H3] Can Harness CI integrate with GitHub Actions and other third-party tools? Yes, Harness CI supports first-class integrations with GitHub Actions, Bitrise Workflow Steps, Drone Plugins, and git-based SCM providers. [H2] Related Resources Reduce CI Costs Without Slowing Down Development [H3] Blog Reduce CI Costs Without Slowing Down DevelopmentView->The pipeline that never reached production [H3] Blog The pipeline that never rea
This page presents a snapshot of public data from Harness, captured on May 30, 2026, to show how machine logic reads Semantic Coherence signals into an AI reputation evaluation.
Purpose: This data is presented under “Fair Use” for the purpose of independent signal analysis, allowing readers to see the raw signals behind the reputation score.
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