Public AI visibility scan

Tinybird AI visibility scan results

tinybird.coreal-time analytics on streaming dataScanned 4 days ago(2026-05-22)
Overall score
2.5/10
Invisible

2.5/10 overall — Tinybird appears in roughly 5 of 20 buyer Conversations across the four Surfaces. The named villain in their category is Materialize.

Per-Surface breakdown

Each Surface ran the same five buyer Conversations. The Score below is mentions out of total Conversations.

ChatGPT
0/5
0 of 5 Conversations named Tinybird
Gap: OmittedTop competitor named in their place: Snowflake
Claude
0/5
0 of 5 Conversations named Tinybird
Gap: OmittedTop competitor named in their place: Materialize
Perplexity
8/5
4 of 5 Conversations named Tinybird
Gap: GenericTop competitor named in their place: ClickHouse
Gemini
2/5
1 of 5 Conversations named Tinybird
Gap: OmittedTop competitor named in their place: Materialize

What this means

Each Conversation is a buyer question a real prospect in the real-time analytics on streaming data category could ask. We send the same question to each Surface (ChatGPT, Claude, Perplexity, Gemini) and check whether Tinybird is named in the answer.

An overall Score of 2.5/10 means Tinybird was named in roughly 5 of 20 total Conversations across the four Surfaces. The named villain in their category is Materialize, which appeared in 7 of 20 Conversations. The Surface with the largest Gap is ChatGPT.

Top buyer Conversations from this scan

A selection of the actual buyer questions and what each Surface answered. Prompts and responses are truncated for readability. The full raw JSON is linked at the bottom of this page.

  1. ChatGPTTinybird omitted

    What is the best real-time analytics on streaming data platform for a B2B SaaS team?

    Choosing the best real-time analytics platform for streaming data depends on several factors specific to your B2B SaaS team's needs, such as scalability, ease of integration, cost, and specific feature requirements. Her…

    Named in their place: Snowflake
  2. ClaudeTinybird omitted

    What is the best real-time analytics on streaming data platform for a B2B SaaS team?

    # Best Real-Time Analytics Platforms for B2B SaaS Teams The "best" depends on your specific needs, but here are the top contenders: ## **Top Recommendations** ### **1. Amplitude** ⭐ Most Popular for SaaS - Purpose-built…

  3. PerplexityTinybird omitted

    Compare the top three real-time analytics on streaming data platforms — strengths and weaknesses.

    Here’s a concise comparison of **three top real-time analytics / streaming data platforms**: ## 1) Apache Flink **Best for:** low-latency, stateful stream processing and complex event handling. **Strengths** - Very low…

  4. GeminiTinybird omitted

    What is the best real-time analytics on streaming data platform for a B2B SaaS team?

    Choosing the "best" real-time analytics platform for a B2B SaaS team depends heavily on specific needs and priorities. However, here's a breakdown of popular options, their strengths, weaknesses, and considerations to h…

  5. ChatGPTTinybird omitted

    What is the best real-time analytics on streaming data platform for a B2B SaaS team?

    Choosing the best real-time analytics platform for streaming data depends on several factors specific to your B2B SaaS team's needs, such as scalability, ease of integration, cost, and specific feature requirements. Her…

    Named in their place: Snowflake

What can Tinybird do about this?

Bersyn diagnoses why a brand is omitted on each Surface and generates corrective Patches anchored to attested Product Identity. Two ways to start:

If you are Tinybird and want this page removed, email gissur@qualitas.is and we will take it down.

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