Zero of fourteen models named YouTube Live first on the direct prompt; zero named Amazon MSK. YouTube Live was named by ten of the fourteen models and Amazon MSK by fourteen and YouTube Live carries 13 labels and Amazon MSK 42, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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.
| 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.
“attempt to stream sensitive content over open platforms like YouTube, Facebook Live, or even unprotected Zoom links face real consequences” Muse Glimmer 30B · negative prompt · hard negative
“Avoid free social platforms (YouTube, Facebook, Twitch) for mission-critical paid events — no support, no control.” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid for Business-Critical Streaming: Free Consumer Platforms” Kimi K2 · negative prompt · hard negative
“the best starting point is usually YouTube Live or Facebook Live because they are free” Perplexity Sonar · budget prompt · first choice
“If you want zero cost, YouTube or Facebook Live are excellent.” Claude Haiku 4.5 · budget prompt · first choice
“starting with YouTube Live or Vimeo for a balance of affordability and professionalism” Muse Glimmer 30B · direct 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.
“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
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.