Public AI recommendation scan

Windmill AI recommendation scan results

windmill.devopen-source developer workflow and internal tooling platformScanned 15 days ago(2026-06-04)
Overall score
1/10
Invisible

1/10 across all four Surfaces — Windmill is currently invisible to AI buyers in their category.

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 Windmill
Issue: Omitted
Claude
2/5
2 of 5 Conversations named Windmill
Issue: Omitted
Perplexity
0/5
0 of 5 Conversations named Windmill
Issue: OmittedTop competitor named in their place: n8n
Gemini
0/5
0 of 5 Conversations named Windmill
Issue: Omitted

What this means

Each Conversation is a buyer question a real prospect in the open-source developer workflow and internal tooling platform category could ask. We send the same question to each Surface (ChatGPT, Claude, Perplexity, Gemini) and check whether Windmill is named in the answer.

An overall Score of 1/10 means Windmill was named in roughly 2 of 20 total Conversations across the four Surfaces. The named villain in their category is n8n, which appeared in 3 of 20 Conversations. The Surface with the most Representation Issues 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. ChatGPTWindmill omitted

    What is the best open-source developer workflow and internal tooling platform platform for a B2B SaaS team?

    Selecting the best open-source developer workflow and internal tooling platform for a B2B SaaS team depends on several factors, including the team's specific needs, the complexity of the projects, and the existing tech…

  2. ClaudeWindmill omitted

    What is the best open-source developer workflow and internal tooling platform platform for a B2B SaaS team?

    # Best Open-Source Internal Developer Platforms (IDPs) There isn't a single "best" platform—it depends on your team's needs. Here are the top contenders: ## **Top Choices** ### **1. Backstage (by Spotify)** - **Best for…

  3. PerplexityWindmill omitted

    What is the best open-source developer workflow and internal tooling platform platform for a B2B SaaS team?

    For most **B2B SaaS teams**, the strongest open-source choice is **GitLab** because it combines source code management, CI/CD, issue tracking, security workflows, and broader DevOps collaboration in one platform.[5] If…

  4. GeminiWindmill omitted

    What is the best open-source developer workflow and internal tooling platform platform for a B2B SaaS team?

    The "best" open-source developer workflow and internal tooling platform for a B2B SaaS team is highly dependent on several factors: * **Team Size and Structure:** Small teams might prioritize simplicity, while larger te…

  5. ChatGPTWindmill omitted

    What is the best open-source developer workflow and internal tooling platform platform for a B2B SaaS team?

    Selecting the best open-source developer workflow and internal tooling platform for a B2B SaaS team depends on several factors, including the team's specific needs, the complexity of the projects, and the existing tech…

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

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