# AnomalyArmor: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/anomalyarmor

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 77 | 0% | 1 |

## 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 | 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 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| 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 AnomalyArmor, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- algoscale.com: 1
- apica.io: 1
- atlan.com: 1
- datakitchen.io: 1
- dev.to: 1
- getbruin.com: 1
- github.com: 1
- groundcover.com: 1
- integrate.io: 1
- kanerika.com: 1

### Pages cited

- https://algoscale.com/data-engineering/best-data-observability-tools: 1
- https://apica.io/blog/how-to-choose-the-best-observability-tools: 1
- https://atlan.com/know/data-observability-tools: 1
- https://datakitchen.io/answers/best-free-open-source-data-quality-observability-tools-2026: 1
- https://datakitchen.io/blog/data-quality-and-data-observability-market-converged-nobody-told-the-pricing: 1
- https://dev.to/iblaine/how-much-does-data-observability-cost-in-2026-58e1: 1
- https://getbruin.com/blog/best-data-quality-tools-2026: 1
- https://github.com/nubenetes/observability-platforms-comparison/blob/main/README.md: 1

## In its own words

What AnomalyArmor's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Data observability platform that detects schema changes, stale tables, and data quality issues before they reach dashboards. (https://anomalyarmor.ai/)
- For: data teams using Snowflake, BigQuery, Postgres, dbt, and more (https://anomalyarmor.ai/)
- Price stated: $5/table/month (https://anomalyarmor.ai/)
- Starting price: $5/table/mo (https://anomalyarmor.ai/)
- Free plan or trial: Free forever for up to 3 tables (https://anomalyarmor.ai/)
- Integrations claimed: 8 (https://www.anomalyarmor.ai/integrations)
- Hosting: us-east-1

## What it publishes

Every page anomalyarmor.ai exposes, read 2026-10-05: 236 addresses. By kind, pages and the last 90 days:

- blog: 27 pages, 5 in the last 90 days, latest 2026-09-14
- report or ebook: 9 pages, 0 in the last 90 days, latest undated
- comparison: 20 pages, 5 in the last 90 days, latest 2026-10-05
- glossary or explainer: 3 pages, 1 in the last 90 days, latest 2026-07-13
- Recent: 2026-10-05 comparison: Dbt tests vs data observability where each one stops https://blog.anomalyarmor.ai/dbt-tests-vs-data-observability-where-each-one-stops
- Recent: 2026-09-28 comparison: What is the best datafold alternative in 2026 https://blog.anomalyarmor.ai/what-is-the-best-datafold-alternative-in-2026
- Recent: 2026-09-21 comparison: What is the best elementary alternative in 2026 https://blog.anomalyarmor.ai/what-is-the-best-elementary-alternative-in-2026
- Recent: 2026-09-14 blog: How to get lineage from a dbt manifest without a migration https://blog.anomalyarmor.ai/how-to-get-lineage-from-a-dbt-manifest-without-a-migration
- Recent: 2026-09-07 comparison: What is the best soda alternative in 2026 https://blog.anomalyarmor.ai/what-is-the-best-soda-alternative-in-2026
- Recent: 2026-08-31 blog: How do you know your data quality agent is right https://blog.anomalyarmor.ai/how-do-you-know-your-data-quality-agent-is-right

## 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.