Streaming platforms · September 2026 Edition
Confluent Cloud vs Redpanda
Five of twelve models named Confluent Cloud first on the direct prompt; four named Redpanda. Confluent Cloud was named by twelve of the twelve models and Redpanda by eleven and Confluent Cloud carries 50 labels and Redpanda 57, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share32%17%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate16%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 11; printed, not drawn.
Labels5057A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Confluent Cloud reading right to left. Rank and label count are printed, not drawn.Aiven for Apache Kafka was named alongside these two in nine of the twelve direct answers. Confluent Cloud vs Apache Kafka · Redpanda vs Apache Kafka
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
Confluent CloudFirst choices, of twelve modelsRedpanda
Direct541 against Confluent Cloud
Paraphrase901 against Confluent Cloud
Comparative10
Budget-constrained043 against Confluent Cloud
Scale-constrained311 against Confluent Cloud · 1 against Redpanda
Negative212 against Confluent Cloud · 4 against Redpanda
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
The direct prompt
The plain question, one answer per model, grouped by where Confluent Cloud and Redpanda stood in it.
Both were the first choice
2 of 12 modelsThe answer named them together, and the judge labeled each a first choice.Kimi K2Confluent Cloud, Redpanda alternatives: Aiven for Apache Kafka
MiniMax M2.5Confluent Cloud, Redpanda alternatives: Aiven for Apache Kafka, Amazon MSK, Bizzabo, Dacast
Confluent Cloud first, Redpanda an alternative
3 of 12 modelsRedpanda was named in the answer but not as the choice, or not at all.GPT-5.4 miniConfluent Cloud alternatives: Amazon MSK, Redpanda
Grok 4.1 FastConfluent Cloud alternatives: Aiven for Apache Kafka, Amazon MSK, Redpanda
GLM 4.7 FlashXConfluent Cloud alternatives: Aiven for Apache Kafka, Amazon Kinesis Data Streams, Apache Pulsar, NATS JetStream, Redpanda
Redpanda first, Confluent Cloud an alternative
2 of 12 modelsConfluent Cloud was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashGoldcast, Redpanda alternatives: Aiven for Apache Kafka, Demio, Livestorm, Sequel.io, WarpStream
DeepSeek V4 FlashRedpanda alternatives: Amazon MSK, Confluent Cloud, Dacast, GoTo Webinar
Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Perplexity SonarGoldcast alternatives: Aiven for Apache Kafka, Bizzabo, Confluent Cloud, Redpanda
Mistral SmallDacast alternatives: Aiven for Apache Kafka, Bizzabo, Redpanda
Llama 4 MaverickDacast alternatives: Aiven for Apache Kafka, Amazon MSK, Apache Kafka, Confluent Cloud, Redpanda, Virtual PRO
Qwen 3.7 FlashAmazon Kinesis Data Streams, Azure Event Hubs alternatives: Aiven for Apache Kafka, Confluent Cloud, Google Cloud Pub/Sub, Redpanda
Neither was named
1 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Goldcast alternatives: Bizzabo, Hubilo
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Redpanda leads by nine points.
Redpanda30%#1 of 11Confluent Cloud20%#2 of 11Mid-marketThe figures above
The order flips: Confluent Cloud leads at mid-market.
Confluent Cloud32%#1 of 11Redpanda17%#2 of 11Enterprise
Confluent Cloud leads by fifty points.
Confluent Cloud60%#1 of 9Redpanda10%#3 of 9What the models said about Confluent Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Vendor self-managed (Confluent Platform) adds enterprise features but licenses run roughly $50K–$500K+/year plus per-environment fees.” DeepSeek V4 Flash · scale prompt · soft negative
“Be Cautious: Confluent Cloud (or other managed Kafka platforms with aggressive upsells)” DeepSeek V4 Flash · negative prompt · soft negative
“Unlike the complex consumption-based pricing of Confluent” Gemini 3.5 Flash · direct prompt · soft negative
“1. Confluent Cloud: A fully managed Apache Kafka service that provides a serverless Kafka engine, automatic scaling, and cost-efficient clusters.” Llama 4 Maverick · paraphrase prompt · first choice
“starting with a fully managed SaaS version of a major stack (like AWS MSK or Confluent) to lower the barrier to entry” Qwen 3.7 Flash · scale prompt · first choice
“the safer options are typically Amazon MSK, Aiven for Apache Kafka, Confluent Cloud, or self-managed Apache Kafka” Perplexity Sonar · negative prompt · first choice
What the models said about Redpanda
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“it is not Apache Kafka internally, so compatibility and operational behavior should be tested against real workloads before committing” Perplexity Sonar · negative prompt · soft negative
“Redpanda: good Kafka compatibility, but it is not a perfect drop-in replacement. Some Kafka features are unsupported” GPT-5.4 mini · negative prompt · soft negative
“it may have a newer ecosystem compared to Confluent and AWS-native services” Llama 4 Maverick · negative prompt · soft negative
“"I have zero DevOps resources and want to pay pennies to start." | Redpanda Serverless | True serverless, scales to zero” Gemini 3.5 Flash · budget prompt · first choice
“Redpanda (a modern, C++ based, Kafka-compatible binary that is much easier to run self-hosted)” Gemini 3.5 Flash · negative prompt · first choice
“Redpanda or Confluent are typically the best starting points for mid-market B2B companies.” MiniMax M2.5 · direct prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.