# Cleanlist: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 13 judge labels across 3 categories by 9 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/cleanlist

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CRM data quality and deduplication](https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/index.md) | 4% | 4 | 0% | 11 |
| [Data enrichment](https://www.gane.ai/index/gtm/gtm-data/data-enrichment/index.md) | 0% | 22 | 0% | 1 |
| [Sales enablement and content](https://www.gane.ai/index/gtm/sales/sales-enablement-and-content/index.md) | 0% | 31 | 0% | 1 |

## What the models said for it

- "The best CRM data quality and deduplication tool for a mid-market B2B company is Cleanlist" (Llama 4 Maverick, CRM data quality)
- "The best B2B data enrichment providers in 2026 are Cleanlist AI for waterfall accuracy" (Claude Haiku 4.5, Enrichment)
- "Verdict: Best Overall for Mid-Market" (Qwen 3.7 Flash, CRM data quality)
- "If you already use Cleanlist for enrichment and want bundled hygiene, Cleanlist AI simplifies your stack." (GLM 4.7 FlashX, CRM data quality)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Cleanlist, from 22 of the 22 answers that named it (only the models that return a source list).

### Domains cited

- gane.ai/index: 16
- g2.com: 12
- cleanlist.ai: 11 (its own site)
- prospeo.io: 11
- findymail.com: 8
- databar.ai: 5
- insycle.com: 5
- clay.com: 4
- dedupe.ly: 4
- integrate.io: 4

### Pages cited

- https://g2.com/categories/data-quality/f/crm: 11
- https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication: 8
- https://findymail.com/blog/crm-data-quality: 6
- https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/smb: 6
- https://cleanlist.ai/blog/2026-03-27-data-quality-tools: 5
- https://prospeo.io/s/crm-deduplication: 5
- https://databar.ai/blog/article/crm-deduplication-complete-guide-to-finding-merging-duplicate-records: 4
- https://dedupe.ly/: 4

## In its own words

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

- Positioning: The GTM Playbook Engine Built on Clean Data (https://cleanlist.ai/)
- For: modern GTM teams (https://cleanlist.ai/)
- Price stated: Free $0/mo; Starter $79/mo; Pro $229/mo; Scale $599/mo (https://cleanlist.ai/)
- Starting price: 0 (https://cleanlist.ai/)
- Free plan or trial: Try Cleanlist with no credit card. Great for testing the platform. 14-day free trial, 250 credits and three seats. No card required. (https://cleanlist.ai/)
- Integrations claimed: 25 (https://cleanlist.ai/); 6 (https://www.cleanlist.ai/resources/integrations) (pages disagree)
- Customers named: Proposify, Warp, Float, Gastronomous, Rippling, Sumo Logic, BDC, Coast

## What it publishes

Every page cleanlist.ai exposes, read 2026-09-29: 653 addresses. By kind, pages and the last 90 days:

- blog: 176 pages, 67 in the last 90 days, latest 2026-09-22
- case study: 3 pages, 0 in the last 90 days, latest 2026-03-15
- report or ebook: 14 pages, 0 in the last 90 days, latest undated
- comparison: 46 pages, 11 in the last 90 days, latest 2026-09-07
- template or tool: 41 pages, 18 in the last 90 days, latest 2026-07-17
- glossary or explainer: 83 pages, 0 in the last 90 days, latest 2026-06-30
- Recent: 2026-09-22 blog: 2026 09 22 apollo io review https://www.cleanlist.ai/blog/2026-09-22-apollo-io-review
- Recent: 2026-09-22 blog: 2026 09 22 clay waterfall enrichment actions https://www.cleanlist.ai/blog/2026-09-22-clay-waterfall-enrichment-actions
- Recent: 2026-09-22 blog: 2026 09 22 instantly review https://www.cleanlist.ai/blog/2026-09-22-instantly-review
- Recent: 2026-09-22 blog: 2026 09 22 seamless ai review https://www.cleanlist.ai/blog/2026-09-22-seamless-ai-review
- Recent: 2026-09-22 blog: 2026 09 22 zoominfo review https://www.cleanlist.ai/blog/2026-09-22-zoominfo-review
- Recent: 2026-09-07 comparison: 2026 09 07 abm platform alternatives https://www.cleanlist.ai/blog/2026-09-07-abm-platform-alternatives

## 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.