MCP简体中文Upgrade
Market/Categories/Developer & AI Platform/Harness

Independent product intelligence · Worldwide · 2026-05-01 → 2026-07-31

Harnessharness.io

Harness is an AI-native software delivery platform designed to modernize DevOps, improve developer experience, secure software delivery, and optimize cloud spend for engineering teams.

Developer & AI Platformharness.ioTracked since 2026-08-211 discovery source
76.5KBacklinks
6.3KReferring domains
41Domain authority
+5.5%Referring domains · 90 days

Authority & distribution

How strong is Harness’s web footprint?

Backlinks measure accumulated distribution; referring domains show how broadly that authority is spread. Both are observable on the open web, so both are published for every product here.

Backlinks

76.5KCurrent snapshot

Referring domains

6.3KCurrent snapshot

Authority

41Domain authority · category median 22

90-day move

+5.5%Referring domains, last 90 days
At 41, Harness sits above the 22 median for its category.

Trajectory · Pro

The counts above are the latest of 370 daily observations. The curve through them is on the full profile.

See the trajectoryOpen the full profile

Traffic & engagement

Where Harness ranks

Measured · Pro

Measured for this product: global rank, country rank and category rank.

Unlock this profileOpen the full profile

AI referral visibility

Which AI assistants are already sending Harness traffic?

Measured · Pro

Measured for this product: AI referral traffic, which assistants refer it and which pages those referrals land on.

Unlock this profileOpen the full profile

Product profile

What Harness is selling.

Traffic makes more sense when you can connect it to the actual product promise.

“Harness”

Harness is an AI-native software delivery platform designed to modernize DevOps, improve developer experience, secure software delivery, and optimize cloud spend for engineering teams.

Developer & AI PlatformSeen 2026-08-21 → 2026-08-21Coverage tier C

What we have measured

4 of 8 signal groups are available for this product: identity, authority and backlinks, AI referrals, search demand.

Not measured for this domain: traffic and engagement, audience demographics, country distribution, acquisition mix. Those sections are left out of the page rather than filled with estimates.

Canonical website: https://www.harness.io

Observed across 1 discovery source.

Research questions

What the evidence answers about Harness.

Every answer is tied to a source we collected, and the questions with no evidence behind them are left unanswered rather than guessed.

What is the core purpose of the Harness platform?

Harness is an AI-native software delivery platform designed to modernize DevOps, improve developer experience, secure software delivery, and optimize cloud spend for engineering teams. It aims to help teams ship code faster, safer, and smarter by delivering intelligent AI automation.

Who is the primary audience for Harness?

Harness is primarily used by engineering teams. It is designed for the world's most innovative engineering teams to build with AI for DevOps and automation.

What key features and modules are included in the Harness platform?

Harness offers a suite of modules including Continuous Delivery & GitOps, Continuous Integration, Internal Developer Portal, Infrastructure as Code Management, Database DevOps, Artifact Registry, and AI Test Automation. These modules cover pipeline automation, build acceleration, developer onboarding, infrastructure management, and test automation.

In what situations is the Harness platform typically used?

Harness is used for situations requiring automation across the software delivery lifecycle, from code to production. It is specifically for automating pipelines, infrastructure, and the entire path from code to production for multi-cloud, multi-region, and multi-service deployments.

What is Harness?

Harness is an AI-native software delivery platform. It is categorized as a 'Developer & AI Platform' with high confidence, serving as a unified, end-to-end AI platform to manage the software delivery lifecycle.

5 of 6 research questions are answered for this product. The rest need source evidence we have not collected yet, so they are left unanswered rather than guessed.

Behind the lock

Unlock full Harness intelligence.

  • Backlink trajectoryThe figures above are the latest observation. The daily curve behind them holds 370.
  • AI referral detailHow much traffic assistants send, which 6 of them do it, and the 24 pages they land on.
  • Search structure and ranking depthOrganic against paid, brand against non-brand, and how many keywords rank in the top three against the long tail — which is what decides whether the demand is portable or tied to the name.
  • The rest of the marketPage through every leaderboard 100 rows at a time, put any five products side by side, and query the whole dataset over API / MCP.

Worldwide estimates · Data period 2026-05-01 → 2026-07-31. Figures are measured estimates intended for market research. Signals we have not measured for this domain are omitted, never estimated; a measured zero is still reported as zero. How this was measured