Public AI visibility scan

Braintrust AI visibility scan results

braintrust.devLLM evaluation and observability for engineering teamsScanned today(2026-05-27)
Overall score
3.5/10
Partial

3.5/10 overall — Braintrust is named in 7 of 20 Conversations. Partial presence; Langfuse still dominates the answer space.

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 Braintrust
Gap: Omitted
Claude
4/5
4 of 5 Conversations named Braintrust
Gap: GenericTop competitor named in their place: LangSmith
Perplexity
3/5
3 of 5 Conversations named Braintrust
Gap: GenericTop competitor named in their place: Langfuse
Gemini
0/5
0 of 5 Conversations named Braintrust
Gap: OmittedTop competitor named in their place: Langfuse

What this means

Each Conversation is a buyer question a real prospect in the LLM evaluation and observability for engineering teams category could ask. We send the same question to each Surface (ChatGPT, Claude, Perplexity, Gemini) and check whether Braintrust is named in the answer.

An overall Score of 3.5/10 means Braintrust was named in roughly 7 of 20 total Conversations across the four Surfaces. The named villain in their category is Langfuse, which appeared in 10 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. ChatGPTBraintrust omitted

    What is the best LLM evaluation and observability for engineering teams platform for a B2B SaaS team?

    When selecting a platform for LLM (Large Language Model) evaluation and observability, especially for a B2B SaaS team, it's important to consider several factors including the platform's ability to integrate with your e…

  2. ClaudeBraintrust omitted

    Compare the top three LLM evaluation and observability for engineering teams platforms — strengths and weaknesses.

    # Top 3 LLM Evaluation & Observability Platforms ## 1. **LangSmith** (by LangChain) ### Strengths - **Deep LangChain integration** - seamless if you're already using LangChain - **Comprehensive tracing** - excellent vis…

    Named in their place: LangSmith
  3. PerplexityBraintrust omitted

    Recommend a LLM evaluation and observability for engineering teams tool for a YC-stage startup.

    For a **YC-stage startup**, I’d recommend **Langfuse** as the default choice if you want a strong balance of **LLM tracing, evaluations, prompt management, and low-friction adoption**. It is described as the most used o…

    Named in their place: Langfuse
  4. GeminiBraintrust omitted

    What is the best LLM evaluation and observability for engineering teams platform for a B2B SaaS team?

    Choosing the "best" LLM evaluation and observability platform for a B2B SaaS team is highly dependent on your specific needs, budget, and technical expertise. However, I can provide a breakdown of top contenders, their…

    Named in their place: Langfuse
  5. ChatGPTBraintrust omitted

    What is the best LLM evaluation and observability for engineering teams platform for a B2B SaaS team?

    When selecting a platform for LLM (Large Language Model) evaluation and observability, especially for a B2B SaaS team, it's important to consider several factors including the platform's ability to integrate with your e…

What can Braintrust 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 Braintrust and want this page removed, email gissur@qualitas.is and we will take it down.

Other companies we have scanned in LLM evaluation and observability for engineering teams