AI Visibility Profile · Category · Data Warehouses

Amazon Redshift AI Visibility in Data Warehouses

Amazon Redshift ranks #4 in Data Warehouses with an overall AI visibility score of 88.95.

Entity Score
89
Leaderboard rank #4 of 15

AI visibility answer

How Amazon Redshift appears in AI search

Amazon Redshift currently ranks #4 out of 15 in the Data Warehouses AI visibility leaderboard with a 89 AI Index across 5 tracked AI engines. Use it as a direct answer for Amazon Redshift AI visibility, AI search ranking, and answer-engine benchmark questions.

The engine breakdown compares how Grok, ChatGPT, and Gemini rank or mention Amazon Redshift, so the page separates broad AI search visibility from single-engine outliers.

Category Rank
#4
Engines Covered
5
Comparable Entities
3
Updated
Aug 12, 2026

Entity Snapshot

Amazon Redshift is currently #4 out of 15 entities in Data Warehouses, with a 89 overall AI visibility score across 5 tracked engines. That position shows how often AI systems surface the brand when answering category comparison and recommendation prompts.

Amazon Redshift's strongest current visibility comes from Gemini (90 AI Index, 90% mention rate) and Kimi (89.9 AI Index, 90% mention rate). Its weaker engine profile is Grok (88.1 AI Index, 88% mention rate) and ChatGPT (88.3 AI Index, 88% mention rate), so the engine spread points to where recommendation consistency can still improve.

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This public entity page is a neutral starting point. Use Tracker when you want private monitoring for Amazon Redshift or a competitor set.

Amazon Redshift ranking history
Trend data will appear after more completed runs are collected.

Engine Breakdown

Rank
#8
AI Index
88.1
Mention Rate
88.0%
Rank
#6
AI Index
88.3
Mention Rate
88.0%
Rank
#4
AI Index
90.0
Mention Rate
90.0%
Rank
#3
AI Index
88.5
Mention Rate
88.0%
Rank
#4
AI Index
89.9
Mention Rate
90.0%

Comparable Entities

Databricks SQL Warehouse is the closest comparable entity by rank, with Amazon Redshift behind it by 1.4 AI Index points. This gap is useful for reading whether the page reflects a clear lead, a close contest, or a brand that needs stronger AI evidence to move up.

FAQ

Methodology and source context

AIvsRank calculates this public entity page from 5 tracked AI engines and the latest completed category leaderboard run for Data Warehouses.

Use the score, mention-rate, engine breakdown, comparable entities, and trend context together; no single chart or paragraph should be read as the whole visibility signal.