# Harness: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 29 judge labels across 5 categories by 12 of 14 models. Page: https://www.gane.ai/index/it/vendors/harness

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CI/CD platforms](https://www.gane.ai/index/it/developer/ci-cd-platforms/index.md) | 0% | 7 | 0% | 16 |
| [Feature flags](https://www.gane.ai/index/it/developer/feature-flags/index.md) | 0% | 11 | 0% | 7 |
| [Internal developer portals](https://www.gane.ai/index/it/developer/internal-developer-portals/index.md) | 0% | 25 | 25% | 4 |
| [API security platforms](https://www.gane.ai/index/it/security/api-security-platforms/index.md) | 0% | 74 | 0% | 1 |
| [Managed Kubernetes platforms](https://www.gane.ai/index/it/cloud/managed-kubernetes-platforms/index.md) | 0% | 56 | 0% | 1 |

## What the models said for it

- "Evaluate Harness or TeamCity when enterprise approvals, release controls, and complex delivery workflows outweigh platform simplicity." (Perplexity Sonar, CI/CD)
- "Choose Split/Harness if experimentation is the core use case and you're comfortable with a more enterprise-oriented tool" (GPT-5.4 mini, Feature flags)
- "*Vendors to watch:* Harness (spincycle.io), Humanitec, Compass (by Cloudbees/VMware), Stackhero." (Qwen 3.7 Flash, Developer portals)
- "Harness or Octopus Deploy *(Best for Complex, Multi-Tenant or Hybrid CD)*" (Gemini 3.5 Flash, CI/CD)

## And against it

- "More niche—good for CI/CD-focused or Kubernetes-heavy environments but less holistic as full IDPs." (Grok 4.20, Developer portals)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 2 | 0 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 4 | 1 | 6 |
| Mistral Small | 0 | 0 | 4 | 0 | 4 |
| DeepSeek V4 Flash | 0 | 1 | 2 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 2 | 0 | 4 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 3 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Harness, from 83 of the 101 answers that named it (only the models that return a source list).

### Domains cited

- blog.jetbrains.com: 25
- dev.to: 24
- northflank.com: 20
- toolradar.com: 20
- github.com: 19
- flagsmith.com: 14
- gane.ai/index: 14
- linkedin.com: 14
- atlassian.com: 13
- harness.io: 13 (its own site)

### Pages cited

- https://blog.jetbrains.com/teamcity/2026/03/best-ci-tools: 22
- https://northflank.com/blog/best-ci-cd-tools: 17
- https://accelq.com/blog/continuous-integration-tools: 12
- https://augmentcode.com/tools/continuous-integration-tools: 11
- https://intersog.co.il/blog/best-tools-for-automating-ci-cd-pipelines-in-devops: 11
- https://ciopages.com/buyer-guides/ci-cd-pipeline: 9
- https://github.com/Dxlxz/universal-design-system/blob/main/docs/research/top-feature-flags-2026.md: 8
- https://thectoclub.com/tools/best-ci-cd-tools: 8

## In its own words

What Harness's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: AI Platform for the Autonomous SDLC (https://harness.io/)
- For: enterprise scale (https://harness.io/)
- Price stated: One free tier, one all-in-one bundle, and one fully modular plan. No hidden fees, no per-pipeline charges. (https://www.harness.io/pricing)
- Starting price: 0 (https://www.harness.io/pricing)
- Free plan or trial: Try the full platform free. No module restrictions, no credit card. (https://harness.io/)
- Certifications: SOC 2 Type II, ISO 27001, GDPR, DORA, NIS2, ISO 27017
- Hosting: AWS, Azure, Google Cloud, On-Premise Infrastructures, private cloud setups
- Customers named: Morningstar, United Airlines, Citi, Citibank, PlayQ, DigiCert, ADP, Speedway Motors

## What it publishes

Every page harness.io exposes, read 2026-09-29: 10003 addresses. By kind, pages and the last 90 days:

- blog: 944 pages, 169 in the last 90 days, latest 2026-09-28
- case study: 84 pages, 58 in the last 90 days, latest 2026-09-28
- webinar or virtual event: 32 pages, 4 in the last 90 days, latest 2026-10-14
- conference or event: 84 pages, 6 in the last 90 days, latest 2026-10-26
- report or ebook: 25 pages, 13 in the last 90 days, latest 2026-09-16
- comparison: 128 pages, 49 in the last 90 days, latest 2026-09-28
- template or tool: 77 pages, 11 in the last 90 days, latest 2026-09-28
- glossary or explainer: 121 pages, 54 in the last 90 days, latest 2026-09-21
- news or press: 146 pages, 21 in the last 90 days, latest 2026-08-14
- Recent: 2026-10-26 conference or event: Cio roundtable dinner chicago https://www.harness.io/events/cio-roundtable-dinner-chicago
- Recent: 2026-10-22 conference or event: Vip nfl suite experience ne patriots at chi bears https://www.harness.io/events/vip-nfl-suite-experience-ne-patriots-at-chi-bears
- Recent: 2026-10-14 conference or event: The autonomous software delivery lifecycle moving at ai speed without losing control https://www.harness.io/events/the-autonomous-software-delivery-lifecycle-moving-at-ai-speed-without-losing-control
- Recent: 2026-10-14 webinar or virtual event: Live demo cma https://www.harness.io/webinars/live-demo/live-demo-cma
- Recent: 2026-10-13 conference or event: Stockholm harness fsi event https://www.harness.io/events/stockholm-harness-fsi-event
- Recent: 2026-10-07 webinar or virtual event: Cicd https://www.harness.io/webinars/live-demo/cicd

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.