Public Category Leaderboard

Container Platforms AI Product Rankings

Current Champion

Podium Snapshot

#1 Google Kubernetes Engine · #2 Amazon Elastic Kubernetes Service · #3 Red Hat OpenShift

Latest Refresh

Aug 15, 2026

10 tracked engines and 7 entities in the latest public snapshot.

Category Overview

Container Platforms AI product rankings show which products are most visible in the current public benchmark. Current leaders include Google Kubernetes Engine, Amazon Elastic Kubernetes Service, and Red Hat OpenShift across 10 tracked engines, with score and mention-rate signals combined into the overall AI Index. Google Kubernetes Engine is 1.9 points ahead of Amazon Elastic Kubernetes Service, so the gap helps show whether this category has a clear AI visibility leader or a tighter competitive cluster.

Use the engine tabs below to compare how Perplexity, MiniMax, GLM, and Qwen rank entities differently. Overall ranking summarizes the latest visibility signals across all tracked engines, while engine-specific tabs reveal whether a brand is broadly recommended or over-dependent on one answer system.

Why This Matters

Use the overall ranking to see which products stand out in this category benchmark, then drill into individual AI engines to decide which market, competitors, and prompt themes deserve private tracking. The useful signal is not only the rank: mention rate, score gaps, latest refresh date, and engine outliers show where to investigate next.

Current Ranking Takeaways

Google Kubernetes Engine is the current #1 entity in Container Platforms with a 93.6 AI Index and 93.5% mention rate. This makes it a useful public benchmark for selecting private comparison prompts, not a guarantee about future AI answers.

Amazon Elastic Kubernetes Service is the nearest visible challenger at #2, trailing Google Kubernetes Engine by 1.9 points. That gap is the first signal to inspect when deciding whether this leaderboard is leader-dominated or actively contested.

Red Hat OpenShift rounds out the podium at #3. Comparing the top three against engine-level tabs helps separate broad recommendation consistency from single-engine strength.

The latest public snapshot refreshed on Aug 15, 2026, covering 10 tracked engines and 7 entities. Freshness matters because AI recommendations can shift as models, retrieval sources, and category evidence change.

7

Entities

10

AI Engines

Aug 15, 2026

Last Updated

Ranking Methodology

How this AI product leaderboard is calculated

AI Index

The combined visibility score used to sort the default public leaderboard view.

Mention Rate

How often tracked AI engines mention each product inside completed public runs.

Recommendation Strength

How strongly the answer positions, first mentions, and recommendation signals support each ranking.

Engine Coverage

Compare overall visibility and engine-specific rankings

Container Platforms currently compares products across 10 tracked AI engines, including Perplexity, MiniMax, GLM, Qwen, Grok, and ChatGPT and 4 more. Use the tabs below to separate broad AI visibility from engine-specific outliers.

Next pages to inspect

Follow the Container Platforms AI ranking cluster

Leaderboard Podium

Open the leading entity pages in this category leaderboard

Overall Ranking

Overall

Combined AI visibility across all tracked engines. Default view shows the top 10 entities.

7 / 7 entities Aug 15, 2026
Sort
Use the left and right arrow keys to scroll this table horizontally.
RankEntityAI IndexMention Rate
👑 #1
93.6
93.5%
🥈 #2
91.7
91.5%
🥉 #3
Red Hat OpenShift
90.6
91.0%
#4
89.9
89.5%
#5
SUSE Rancher Prime
86.7
85.5%
#6
VMware Tanzu Platform
85.4
84.5%
#7
Docker
84.1
82.5%

Next Step

Turn this public category benchmark into a private AI visibility tracker.

Public rankings are useful for market discovery and benchmark context. Private tracking is where teams monitor owned prompts, direct competitors, citations, answer history, action plans, validation evidence, report readiness, and pricing fit.

FAQ

How is the Container Platforms leaderboard calculated?

Overall ranking combines the latest AI visibility signals across tracked engines for Container Platforms, including rank position, recommendation strength, and mention-rate patterns.

Why can Google Kubernetes Engine lead overall but differ by engine?

Each AI engine can prefer different brands, evidence, freshness, and recommendation patterns, so engine-specific rankings can diverge from the combined leaderboard.

How often is this Container Platforms leaderboard updated?

This leaderboard updates whenever new completed runs are available for Container Platforms, with the latest refresh date shown on the page.