Streaming platforms · RankedRedpanda
Redpanda is a streaming data platform compatible with Kafka APIs, positioned as a way to avoid Kafka complexity and as a data plane for agentic workloads · redpanda.com ↗
Strongest at small business. Ranked 5 of 94 for enterprise buyers.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Confluent Cloud is first at 28%.
Confluent Cloud is first at 47%. 1 of 14 models made it the first choice when asked directly.
Confluent Cloud is first at 66%.
Why models recommend it
“Redpanda Cloud: Kafka-compatible, C++ architecture (no Java JVM tuning), ultra-fast performance, simple operations, cost-effective for high throughput.”Gemini 3.5 Flash · Scale-constrained question · first choice
“Needs Kafka API + Lowest Infra Cost | Redpanda (Community) | Saves up to 60–80% on compute vs Kafka; no JVM.”Gemini 3.5 Flash · Budget-constrained question · first choice
“Aiven or Redpanda – These are often cited as the best choices for small to mid-market companies”Mistral Small · Direct question · first choice
“Redpanda or Apache Pulsar for Kafka-compatible performance with lower ops overhead.”Grok 4.20 · Negative question · first choice
What gives them pause
“Review the license carefully if you plan to build a service on top of it or depend on enterprise features.”GPT-6 Luna · Negative question · warning
“Apache Kafka (including Confluent Cloud, MSK, Redpanda, etc.) ... Can become complex to operate at scale”GLM 4.7 FlashX · Negative question · warning
“check its documented compatibility limits against your specific Kafka features and clients”GPT-6 Luna · Comparative question · warning
“Worth evaluating, but don't assume 100% drop-in Kafka compatibility.”DeepSeek V4 Flash · Negative question · warning
Also on the shortlist
The products named in the same answers as Redpanda, over the 153 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 120 | 58 | Compare → | |
| 98 | 20 | Compare → | |
| 84 | 3 | Compare → | |
| 84 | 3 | Compare → | |
| 78 | 2 | View → | |
| 77 | 4 | Compare → | |
| 68 | 0 | View → | |
| 47 | 3 | Compare → | |
| 32 | 5 | Compare → | |
| 30 | 1 | View → |
What the models named instead of Redpanda →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Redpanda's own site, not checked by Gane.
- For
- platform_engineering_and_sre, data_engineering_and_architects, ai_ml_and_agent_platform_teams, security_risk_and_compliance
- Free plan or trial
- Start Free
- Integrations
- 300
- Certifications
- SOC 2 Type II, HIPAA, ISO 27001, ISO 42001
- Hosting
- 20+ regions
- Customers named
- LiveRamp, Lacework, NYSE, Teads, Akamai Technologies, Chess.com, Truecaller, Zafin
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 122 of the 153 answers that named Redpanda and are not a share of its labels.
Domains cited
265 of the 332 domain citations in answers naming Redpanda came from a third party's page. Twenty-four were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 2 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 2 | 5 | 0 | 0 | 7 |
| Perplexity Sonar | 1 | 3 | 0 | 0 | 4 |
| Grok 4.20 | 1 | 5 | 0 | 0 | 6 |
| Mistral Small | 1 | 1 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 5 | 0 | 1 | 6 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 3 | 1 | 0 | 4 |
| Kimi K2 | 0 | 5 | 0 | 0 | 5 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 1 | 3 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 2 | 0 | 2 | 4 |
| Muse Glimmer 30B | 0 | 5 | 0 | 0 | 5 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 444 | 22 | 2026-09-28 | ETL, Object storage | |
| Report or ebook | 160 | undated | ETL, Streaming | ||
| Conference or event | 104 | 0 | 2026-02-24 | ||
| Comparison | 37 | 1 | 2026-07-31 | Vector databases | |
| News or press | 37 | undated | |||
| Glossary or explainer | 29 | 6 | 2026-09-28 | ||
| Case study | 27 | 3 | 2026-09-22 | ||
| Webinar or virtual event | 12 | undated | |||
| Podcast or video | 4 | 0 | 2026-03-04 |
Most recent
Events in person
- September 23, 2026 to September 24, 2026Big Data London 2026London
As the event pages on redpanda.com state them, read September 28, 2026.
How it is countedHide how it is counted
Every page redpanda.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.