Shared AIVS report

AIVS report

Measured on September 2, 2026. This is a snapshot from that date, not a live view — the site and the AI engines that read it may have changed since.

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notion.so

Measured September 2, 2026
48
/ 100 AIVSmodeled
95% interval 38–67 from n=7

visibility x 0.6 + citability x 0.4

Visibility and Citability. Conversion is not included because it is not measured.

Visibility

modeled
27/ 100· 10–59, n=7
Search rate
88% · 53–98, n=8Share of questions the engine ran a live web search for, rather than answering from memory. 7 of 8 questions answered.
Retrieval rate
0% · 0–35, n=7Share of live-search questions where the engine's results included notion.so. Denominator is the 7 questions that triggered a search, not all 8 asked.
Citation rate
38% · 14–69, n=8Share of answered questions whose text named notion.so, whether the engine searched or answered from memory. 8 of 8 questions answered.

Citability

modeled
79/ 100 · no interval, deterministic
Percentile
calculating…
Derivation
Weighted mean of 10 direct observations (no-JS readability 30, AI answer-crawler access 25, structured data 12, llms.txt 8, heading hierarchy 8, quotable passages 7, training-crawler policy 5, semantic landmarks 5, attribution 5, canonical/description 5); pass = full weight, warn = half.

ConversionplannedRequires site analytics connected to Beacon so AI-referred sessions can be attributed. No proxy metric is substituted.

What the engine said

GLM (Zhipu), ChatGPT · 16 answers
  1. “What is the best AI workspace for building custom agents?”

    GLM (Zhipu)
    answered from memorydid not name notion.so

    For building custom AI agents, the best workspaces depend on your technical needs: * LangChain/LangFlow: Best for developers. It provides a robust framework for building complex, context-aware agents and connecting them to external data sources. * Flowise: A user-friendly, drag-and-drop tool based on LangChain, perfect for rapid prototyping without deep coding. * Microsoft AutoGen: Ideal for creati…

  2. “How can I search across all my apps in one place?”

    GLM (Zhipu)
    answered from memorydid not name notion.so

    You can search across apps using these tools: * Mac: Use Spotlight (Cmd + Space) to find files, launch apps, and search the web. * Windows: Use Copilot (Win + C) or the taskbar search bar to find local files and web results. * Third-Party Launchers: Tools like Alfred (Mac) or PowerToys Run (Windows) offer advanced workflows and unified search. * Mobile: On iOS, use **Spotlight…

  3. “Which tool helps automate busywork for teams?”

    GLM (Zhipu)
    answered from memorydid not name notion.so

    Tools like Zapier and Make automate workflows by connecting apps to trigger actions without code. For project management, Asana and Monday.com automate task assignments and reminders. Slack and Microsoft Teams automate communication through bots and notifications. Trello uses "Butler" to automate card movements and updates. These tools reduce manual effort, allowing teams to focus on high-…

  4. “What is the top AI platform for getting work done faster?”

    GLM (Zhipu)
    answered from memorydid not name notion.so

    For general productivity, ChatGPT Plus (GPT-4o) is the top choice for writing, coding, and analysis. For enterprise workflows, Microsoft Copilot integrates seamlessly into Word, Excel, and Teams to automate tasks. For visual work, Midjourney creates stunning images instantly, while Canva Magic Studio accelerates design. If you need to automate complex multi-step apps, Zapier connects your tools to…

  5. “How do I build custom AI agents for my business?”

    GLM (Zhipu)
    answered from memorydid not name notion.so

    To build custom AI agents, use Microsoft Azure AI Studio or Google Vertex AI for enterprise-grade foundation models. For automation, integrate LangChain with OpenAI’s GPT-4 to create workflows. Use Salesforce Einstein for customer service bots or Zapier to connect agents to your existing apps. For no-code solutions, try Voiceflow or Stack AI. Deploy via AWS Bedrock for scalability.

  6. “What software integrates all my apps for universal search?”

    GLM (Zhipu)
    answered from memorynamed notion.so

    For universal search across apps, consider Raycast (macOS) or Alfred (macOS) for powerful, extensible workflows. Spotlight (built-in macOS) offers basic integration. On Windows, PowerToys Run or Wox provide similar functionality. For web-based tools, Slack and Notion have robust internal search. Zapier or IFTTT can automate data syncing between apps, indirectly improving searchabil…

  7. “Which AI workspace is best for team productivity?”

    GLM (Zhipu)
    answered from memorynamed notion.so

    For maximizing team productivity, Notion AI is the top choice, seamlessly integrating AI writing and summarization into a versatile all-in-one workspace for docs and project management. Microsoft Copilot is essential for enterprise teams already using 365, as it embeds AI directly into Word, Excel, and Teams to automate workflows. For agile development, Linear offers an incredibly fast, AI-enhanced issue …

  8. “How can I use AI to automate repetitive tasks at work?”

    GLM (Zhipu)
    answered from memorydid not name notion.so

    Leverage AI tools to handle specific workflows. Use Zapier or Microsoft Power Automate to connect apps and automate data transfers between them. For writing, utilize ChatGPT or Jasper to draft emails, reports, and social media posts. Manage your inbox efficiently with SaneBox or Superhuman, which prioritize important messages. For scheduling, Calendly or Clockwise automates meeting coo…

  9. “What is the best AI workspace for building custom agents?”

    ChatGPT
    searched the webdid not retrieve notion.sodid not name notion.soretrieved 2 domains

    Best overall: Microsoft Copilot Studio—especially for businesses already using Microsoft 365, Teams, SharePoint, Power Platform, or Azure. It combines low-code agent building, knowledge connections, actions, analytics, governance, and enterprise deployment. ([developer.microsoft.com](https://developer.microsoft.com/en-us/microsoft-365/copilot?utm_source=openai)) Best for individual/team productivity: **ChatG…

  10. “How can I search across all my apps in one place?”

    ChatGPT
    searched the webdid not retrieve notion.sodid not name notion.soretrieved 2 domains

    Use a universal launcher—a keyboard shortcut that searches apps, files, commands, and connected services in one interface: - macOS: Raycast searches apps, files, windows, clipboard history, and extensions for tools such as Slack, Spotify, GitHub, and Jira. Alfred is another powerful option, especially with Workflows. ([manual.raycast.com](https://manual.raycast.com/quickstart?utm_source=openai)) - **…

  11. “Which tool helps automate busywork for teams?”

    ChatGPT
    searched the webdid not retrieve notion.sodid not name notion.soretrieved 3 domains

    Zapier is a popular choice for automating team busywork—connecting apps to handle tasks like lead routing, notifications, data entry, and approvals. ([help.zapier.com](https://help.zapier.com/hc/en-us/articles/22327424591245-Create-a-Zapier-for-Teams-or-Zapier-for-Enterprise-account?utm_source=openai)) Other strong options include: - Microsoft Power Automate — best for Microsoft 365, Teams, Outlook, SharePo…

  12. “What is the top AI platform for getting work done faster?”

    ChatGPT
    searched the webdid not retrieve notion.sodid not name notion.soretrieved 3 domains

    Best overall: ChatGPT Business. It combines strong writing, analysis, coding, file work, deep research, projects, and connected apps such as Gmail, Google Drive, Slack, GitHub, and Microsoft SharePoint—making it the most versatile “one AI for everything” platform. ([help.openai.com](https://help.openai.com/en/articles/11487775-connectors-in?utm_source=openai)) Choose based on your workflow: - **Microsoft 365 Co…

  13. “How do I build custom AI agents for my business?”

    ChatGPT
    searched the webdid not retrieve notion.sodid not name notion.soretrieved 2 domains

    Start with one measurable workflow—e.g., support-ticket triage or invoice review. 1. Prototype in ChatGPT Business or Enterprise using Custom GPTs, instructions, company knowledge, and approved actions. ([help.openai.com](https://help.openai.com/en/articles/8554407-gpts-faq/?utm_source=openai)) 2. Build production agents with OpenAI’s Responses API and Agents SDK (Python or TypeScript). 3. Co…

  14. “What software integrates all my apps for universal search?”

    ChatGPT
    searched the webdid not retrieve notion.sonamed notion.soretrieved 6 domains

    For universal search across work apps, consider: - Glean — AI-powered workplace search across connected company content and native apps. ([docs.glean.com](https://docs.glean.com/administration/search/about?utm_source=openai)) - Slack Enterprise Search — searches Slack plus tools such as Google Drive, Salesforce, Jira, GitHub, Notion, and Microsoft 365. ([slack.com](https://slack.com/features/enterprise-s…

  15. “Which AI workspace is best for team productivity?”

    ChatGPT
    searched the webdid not retrieve notion.sonamed notion.soretrieved 4 domains

    Best overall: Microsoft 365 Copilot—especially for teams already using Outlook, Teams, Word, Excel, PowerPoint, and Loop. It works inside those apps, summarizes meetings and email, drafts content, and uses organizational context. ([learn.microsoft.com](https://learn.microsoft.com/en-us/copilot/microsoft-365/microsoft-365-copilot-overview?utm_source=openai)) Best for Google-centric teams: **Google Workspace w…

  16. “How can I use AI to automate repetitive tasks at work?”

    ChatGPT
    answered from memorynamed notion.so

    Use AI to automate repetitive work by connecting tools and defining trigger-action workflows: - Zapier or Make: Automatically move data between apps, create tasks, send alerts, and summarize form responses. - Microsoft Power Automate + Copilot: Automate Outlook emails, Excel updates, Teams notifications, and approvals. - UiPath: Build software robots for repetitive desktop tasks, such as data entry a…

Not connected: Perplexity (PERPLEXITY_API_KEY is not set. Adapter is implemented and will activate when it is.); Claude (ANTHROPIC_AIVS_API_KEY is not set. Adapter is implemented and will activate when it is.)

Citability checks

6 of 10 pass
ResultCheckWhat we sawWeight
failStructured data
No JSON-LD structured data found.Schema.org markup is the difference between an engine inferring what you are and being told. It resolves entity ambiguity when several companies share a name.Fix: Add JSON-LD for Organization plus the page type (Product, Article, FAQPage).
12
failAuthor and date
Author signal: absent. Date signal: absent.Engines prefer sources they can attribute and date. Undated, unattributed pages lose to competitors that carry both.
5
warnQuotable passages
3 paragraphs, median 38 characters, 13 lists.An engine quotes a passage, not a page. Very short fragments carry no claim; very long blocks get truncated mid-argument.
7
warnTraining crawler policy
robots.txt blocks Amazonbot.Blocking training crawlers is a legitimate licensing decision. It costs you future model recall rather than present-day citations, so it is reported, not penalised heavily.
5
passReadable without JavaScript
2,576 characters of text present in the raw HTML.AI crawlers do not execute JavaScript. A client-rendered page is a blank page to them, no matter how it looks to a person.
30
passAI answer crawlers allowed
No AI answer crawler is disallowed in robots.txt.These crawlers fetch pages so an engine can quote them in a live answer. Blocking one removes you from that engine entirely.
25
passllms.txt present
/llms.txt is served.A short, curated brief telling an engine what you do and which pages matter. Cheap to add and still rare, so it disproportionately shapes how you are summarised.
8
passHeading hierarchy
1 H1, 0 skipped heading levels.Engines chunk a page along its headings before deciding what to quote. A broken outline produces chunks that answer nothing.
8
passSemantic landmarks
Found: main, article, section, nav, header, footer.Landmarks separate your argument from navigation and boilerplate, so an extractor quotes the content rather than the menu.
5
passCanonical and description
Canonical: present. Meta description: present.Duplicate URLs split your citation record across addresses; a missing description hands the engine the job of writing your summary.
5

Where this Citability score sits

calculating…

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