# Data Ladder: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/data-ladder

## 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) | 0% | 37 | 0% | 2 |
| [Identity resolution](https://www.gane.ai/index/gtm/gtm-data/identity-resolution/index.md) | 0% | 78 | 0% | 1 |

## What the models said for it

- "Superior for entity resolution (finding duplicates across sources)." (Grok 4.20, CRM data quality)

## 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 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Data Ladder, from 10 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 10
- gane.ai/index: 6
- acxiom.com: 4
- itechguides.com: 4
- prospeo.io: 3
- tilores.io: 3
- usermaven.com: 3
- dataladder.com: 2 (its own site)
- integrate.io: 2
- sourceforge.net: 2

### Pages cited

- https://g2.com/categories/data-quality/f/crm: 5
- https://acxiom.com/wp-content/uploads/2025/08/martech-intelligence-report-identity-resolution-platforms.pdf: 4
- https://itechguides.com/best/identity-resolution-software: 4
- https://g2.com/categories/identity-resolution/enterprise: 3
- https://www.gane.ai/index/gtm/gtm-data/identity-resolution/enterprise: 3
- https://tilores.io/content/best-identity-resolution-platforms-2026: 3
- https://usermaven.com/blog/identity-resolution-software: 3
- https://dataladder.com/data-deduplication-software: 2

## In its own words

What Data Ladder's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Data Ladder offers an end-to-end data quality and matching engine to enhance the reliability and accuracy of enterprise data ecosystem without friction. (https://dataladder.com/)
- For: enterprise (https://dataladder.com/)
- Price stated: Data Ladder products cost 90% less than comparable solutions of other data cleansing and matching companies. (https://dataladder.com/pricing)
- Free plan or trial: Try Now (https://dataladder.com/)
- Customers named: St. John Associates, Enterprise Content Solutions, VitalWare, Attainment Company, Lawyer.com, Zurich Insurance Group, West Virginia University, TurnKey Auto Events

## What it publishes

Every page dataladder.com exposes, read 2026-09-29: 2360 addresses. By kind, pages and the last 90 days:

- blog: 184 pages, 6 in the last 90 days, latest 2026-09-28
- case study: 32 pages, 0 in the last 90 days, latest 2022-04-07
- report or ebook: 57 pages, 1 in the last 90 days, latest 2026-08-20
- comparison: 14 pages, 2 in the last 90 days, latest 2026-08-05
- template or tool: 1 pages, 0 in the last 90 days, latest 2021-05-16
- glossary or explainer: 8 pages, 0 in the last 90 days, latest 2026-02-25
- podcast or video: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-28 blog: Datamatch enterprise 10 million record benchmark https://dataladder.com/datamatch-enterprise-10-million-record-benchmark/
- Recent: 2026-09-01 blog: Whats new in datamatch enterprise https://dataladder.com/whats-new-in-datamatch-enterprise
- Recent: 2026-08-20 report or ebook: Data ladder vs reltio https://dataladder.com/whitepapers/data-ladder-vs-reltio
- Recent: 2026-08-11 blog: Datamatch enterprise api first data matching platform https://dataladder.com/datamatch-enterprise-api-first-data-matching-platform
- Recent: 2026-08-05 comparison: Build vs buy entity resolution software https://dataladder.com/build-vs-buy-entity-resolution-software
- Recent: 2026-07-30 comparison: Deterministic vs probabilistic matching https://dataladder.com/deterministic-vs-probabilistic-matching

## 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.