Public AI visibility scan

Quantstruct AI visibility scan results

quantstruct.comAI documentationScanned 5 days ago(2026-05-22)
Overall score
0/10
Invisible

0/10 across all four Surfaces — Quantstruct 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 Quantstruct
Gap: OmittedTop competitor named in their place: GitBook
Claude
0/5
0 of 5 Conversations named Quantstruct
Gap: OmittedTop competitor named in their place: GitBook
Perplexity
0/5
0 of 5 Conversations named Quantstruct
Gap: OmittedTop competitor named in their place: Mintlify
Gemini
0/5
0 of 5 Conversations named Quantstruct
Gap: OmittedTop competitor named in their place: GitBook

What this means

Each Conversation is a buyer question a real prospect in the AI documentation category could ask. We send the same question to each Surface (ChatGPT, Claude, Perplexity, Gemini) and check whether Quantstruct is named in the answer.

An overall Score of 0/10 means Quantstruct was named in roughly 0 of 20 total Conversations across the four Surfaces. The named villain in their category is GitBook, which appeared in 11 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. ChatGPTQuantstruct omitted

    What is the best AI documentation platform for a B2B SaaS team?

    Choosing the best AI documentation platform for a B2B SaaS team depends on several factors, including the specific needs of your team, the complexity of your product, and the level of integration you require with other…

    Named in their place: GitBook, ReadMe
  2. ClaudeQuantstruct omitted

    What is the best AI documentation platform for a B2B SaaS team?

    # Best AI Documentation Platforms for B2B SaaS Teams The "best" platform depends on your specific needs, but here are the top contenders: ## **Top Recommendations** ### **1. Notion AI** - **Best for:** All-in-one worksp…

    Named in their place: GitBook
  3. PerplexityQuantstruct omitted

    What is the best AI documentation platform for a B2B SaaS team?

    For a **B2B SaaS team**, the best AI documentation platform depends on what kind of docs you’re creating: - **Best overall for technical/product docs:** **Mintlify** - **Best for API-first documentation:** **Theneo** or…

    Named in their place: Mintlify, GitBook
  4. GeminiQuantstruct omitted

    What is the best AI documentation platform for a B2B SaaS team?

    The "best" AI documentation platform for a B2B SaaS team depends heavily on your specific needs and priorities. However, here's a breakdown of popular options, categorized by their strengths, along with factors to consi…

    Named in their place: GitBook, ReadMe
  5. ChatGPTQuantstruct omitted

    What is the best AI documentation platform for a B2B SaaS team?

    Choosing the best AI documentation platform for a B2B SaaS team depends on several factors, including the specific needs of your team, the complexity of your product, and the level of integration you require with other…

    Named in their place: GitBook, ReadMe

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

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