# LaunchDarkly: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 18 judge labels across 2 categories by 12 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/launchdarkly

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Experimentation and personalization](https://www.gane.ai/index/gtm/marketing/experimentation-and-personalization/index.md) | 0% | 19 | 0% | 17 |
| [Product analytics](https://www.gane.ai/index/gtm/gtm-data/product-analytics/index.md) | 0% | 37 | 0% | 1 |

## What the models said for it

- "LaunchDarkly is engineering-led feature flagging with experimentation as a paid add-on" (Muse Glimmer 30B, Experimentation)
- "Dev-led: PostHog, LaunchDarkly, Statsig empower engineers to drive experimentation" (Qwen 3.7 Flash, Experimentation)
- "Consider alternatives: Statsig, Convert Experiences, Kameleoon, or LaunchDarkly" (MiniMax M2.5, Experimentation)
- "Built for engineering and DevOps teams operating in CI/CD environments." (Gemini 3.5 Flash, Experimentation)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named LaunchDarkly, from 31 of the 39 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 16
- convert.com: 15
- growthbook.io: 10
- personyze.com: 10
- statsig.com: 9
- wingify.com: 8
- optimizely.com: 6
- remarkable.global: 6
- business.adobe.com: 5
- cxl.com: 5

### Pages cited

- https://convert.com/blog/a-b-testing/top-ab-testing-tools: 7
- https://personyze.com/best-website-personalization-tools: 6
- https://cxl.com/blog/ab-testing-tools: 5
- https://growthbook.io/insights/best-7-a-b-testing-experimentation-tools-for-enterprises: 5
- https://personyze.com/best-ab-testing-tools: 5
- https://remarkable.global/our-insights/best-ab-testing-platforms: 5
- https://brightspot.com/cms-resources/marketing-insights/the-future-of-publishing-is-in-content-personalization: 4
- https://business.adobe.com/products/target.html: 4

## The company

launchdarkly-server-sdk; https://launchdarkly.com/; United States, United States; founded 2014. From Wikidata, fetched 2026-09-14.

## In its own words

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

- Positioning: The runtime control layer for AI development, de-risking releases, and enabling systems that heal and optimize themselves. (https://launchdarkly.com/)
- For: AI engineers, developers, DevOps & SRE, product managers, data scientists (https://launchdarkly.com/)
- Price stated: Pricing (https://launchdarkly.com/)
- Starting price: 0 (https://launchdarkly.com/pricing)
- Free plan or trial: Free trial (https://launchdarkly.com/)
- Certifications: HIPAA, SOC 2 Type II, ISO 27001, FedRAMP, EU-US DPF
- Hosting: EU Region Available
- Customers named: Savage X Fenty, Poka, Dior, Paramount, Hireology, Ally, AlayaCare, Relay Network

## What it publishes

Every page launchdarkly.com exposes, read 2026-09-29: 3013 addresses. By kind, pages and the last 90 days:

- blog: 938 pages, 26 in the last 90 days, latest 2026-09-23
- case study: 49 pages, 0 in the last 90 days, latest 2016-05-19
- webinar or virtual event: 74 pages, 0 in the last 90 days, latest 2023-07-27
- conference or event: 66 pages, 0 in the last 90 days, latest 2025-06-04
- report or ebook: 223 pages, 0 in the last 90 days, latest 2018-09-11
- comparison: 27 pages, 0 in the last 90 days, latest 2026-05-30
- template or tool: 4 pages, 0 in the last 90 days, latest 2024-12-06
- glossary or explainer: 18 pages, 0 in the last 90 days, latest 2024-08-07
- podcast or video: 17 pages, 1 in the last 90 days, latest 2026-08-06
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-23 blog: What the eu ai act means for ai governance https://launchdarkly.com/blog/what-the-eu-ai-act-means-for-ai-governance
- Recent: 2026-09-21 blog: Mlops solutions for production machine learning https://launchdarkly.com/blog/mlops-solutions-for-production-machine-learning
- Recent: 2026-09-16 blog: Why ai software factories wont always look like factories https://launchdarkly.com/blog/why-ai-software-factories-wont-always-look-like-factories
- Recent: 2026-09-15 blog: Kubernetes observability https://launchdarkly.com/blog/kubernetes-observability
- Recent: 2026-09-15 blog: Machine learning model deployment https://launchdarkly.com/blog/machine-learning-model-deployment
- Recent: 2026-09-15 blog: Mlops solutions https://launchdarkly.com/blog/mlops-solutions

## Record

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