# ProductLift: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/productlift

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Knowledge base and self-service](https://www.gane.ai/index/gtm/customer/knowledge-base-and-self-service/index.md) | 0% | 28 | 0% | 6 |

## What the models said for it

- "ProductLift, which bundles a knowledge base with feedback, roadmap, and changelog tools" (Llama 4 Maverick, Knowledge base)
- "Guru or ProductLift are excellent value for money" (Mistral Small, Knowledge base)
- "For an all-in-one solution, consider ProductLift." (Mistral Small, Knowledge base)

## 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 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named ProductLift, from 20 of the 20 answers that named it (only the models that return a source list).

### Domains cited

- productlift.dev: 20 (its own site)
- capterra.com: 12
- softwareadvice.com: 10
- ones.com: 6
- selecthub.com: 6
- bolddesk.com: 5
- supered.io: 5
- supportbench.com: 5
- document360.com: 4
- affine.pro: 3

### Pages cited

- https://productlift.dev/best-knowledge-base-software: 17
- https://softwareadvice.com/crm/knowledge-base-comparison: 8
- https://capterra.com/knowledge-base-software: 6
- https://selecthub.com/c/knowledge-base-software: 6
- https://bolddesk.com/blogs/best-knowledge-base-software: 5
- https://supered.io/blog/best-knowledge-base-software: 5
- https://supportbench.com/top-knowledge-base-software: 5
- https://capterra.com/resources/knowledge-base-software-pricing-models: 3

## What it publishes

Every page productlift.dev exposes, read 2026-09-29: 1074 addresses. By kind, pages and the last 90 days:

- blog: 63 pages, 0 in the last 90 days, latest 2026-05-06
- conference or event: 1 pages, 0 in the last 90 days, latest 2026-04-02
- report or ebook: 7 pages, 0 in the last 90 days, latest 2024-03-05
- comparison: 88 pages, 0 in the last 90 days, latest 2026-03-21
- template or tool: 23 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 140 pages, 0 in the last 90 days, latest 2026-03-05
- news or press: 12 pages, 0 in the last 90 days, latest 2024-05-14
- Recent: 2026-05-06 blog: Add changelog roadmap shopify https://www.productlift.dev/blog/add-changelog-roadmap-shopify
- Recent: 2026-05-02 blog: Add changelog roadmap woocommerce https://www.productlift.dev/blog/add-changelog-roadmap-woocommerce
- Recent: 2026-04-27 blog: Add changelog roadmap elementor https://www.productlift.dev/blog/add-changelog-roadmap-elementor
- Recent: 2026-04-22 blog: Add changelog roadmap divi avada https://www.productlift.dev/blog/add-changelog-roadmap-divi-avada
- Recent: 2026-04-17 blog: Add changelog roadmap webflow https://www.productlift.dev/blog/add-changelog-roadmap-webflow
- Recent: 2026-04-12 blog: Add changelog roadmap wix https://www.productlift.dev/blog/add-changelog-roadmap-wix

## 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.