Zero of fourteen models named Amazon MSK first on the direct prompt; zero named Google Cloud Pub/Sub. Amazon MSK was named by fourteen of the fourteen models and Google Cloud Pub/Sub by thirteen and Amazon MSK carries 42 labels and Google Cloud Pub/Sub 30, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the streaming platforms page.
Across every category in the October 2026 Edition, Amazon MSK and Google Cloud Pub/Sub were named in the same answer fifty-nine times, of the 127 answers naming Amazon MSK and the 98 naming Google Cloud Pub/Sub. In those answers Google Cloud Pub/Sub took the first choice three times and Amazon MSK four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“slashes infrastructure bills by up to 70% to 80% compared to standard Kafka or AWS MSK” Gemini 3.5 Flash · budget prompt · soft negative
“standard Kafka hosting (like Confluent Cloud or AWS MSK) can get expensive quickly” Qwen 3.7 Flash · budget prompt · soft negative
“Lock‑in to AWS; pricing can be opaque and tied to EC2/ELB costs.” GLM 4.7 FlashX · direct prompt · soft negative
“I\u2019d start with Redpanda Cloud or Amazon MSK Serverless\u2014both give you strong capability without the enterprise price tag” Kimi K2 · paraphrase prompt · first choice
“dominant standard, ~de facto leader with broad enterprise use ... For most enterprises, Kafka ecosystem reigns supreme.” Grok 4.1 Fast · comparative prompt · first choice
“If you are heavily invested in AWS, MSK Express delivers up to 3x higher throughput and integrates natively with AWS IAM.” Gemini 3.5 Flash · paraphrase prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“convenient "walled gardens." You should be cautious about locking yourself into these” Qwen 3.7 Flash · negative prompt · hard negative
“comes with heavy cloud lock-in and lacks the rich open-source ecosystem of Kafka (e.g., AWS Kinesis, GCP Pub/Sub)” Gemini 3.5 Flash · scale prompt · soft negative
“At-least-once delivery with no ordering guarantees — problematic for use cases that need strict ordering” DeepSeek V4 Flash · negative prompt · soft negative
“Google Cloud Pub/Sub is a strong budget-friendly default” GPT-6 Luna · budget prompt · first choice
“fully managed, globally distributed messaging and event ingestion service built for massive scale” Muse Glimmer 30B · comparative prompt · alternative
“Google Cloud Pub/Sub or Azure Event Hubs if you prefer a fully managed serverless posture” Muse Glimmer 30B · direct prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.