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AI 搜索可见度审计 AI Search Visibility Audit

AIBarsMITSkill 语言: 英文
协议已核对不含脚本低风险
演示真实运行记录 · claude-sonnet-5-5 · 2026年10月
Use the ai-search-visibility-audit skill. I run Lumo Notes (lumonotes.example), a small offline-first note-taking app for field researchers, based in Lisbon, sold worldwide in English and Portuguese, from 9 EUR a month. Competitors: Obsidian, Notion, Joplin. AI assistants often say Lumo Notes is "a Notion plugin" and "free", which is wrong. I want to be recommended for "best offline note app for researchers". You cannot browse the web or query AI platforms here, so do not pretend to. Here is our robots.txt: User-agent: GPTBot Disallow: / User-agent: ClaudeBot Disallow: / User-agent: * Allow: / Sitemap: https://lumonotes.example/sitemap.xml The home page is a React single-page app: the HTML we serve is just <div id="root"></div> plus scripts; pricing and the feature list are rendered by JavaScript. Please start the audit.
Skill: ai-search-visibility-audit

AI search visibility audit: Lumo Notes (started 2026-10-10)

1. Scope

  • Platforms run: none. I can't browse or query AI platforms here, so there are no AI answers, no scores and no presence rate yet.
  • What I could check: the robots.txt and the home page description you pasted.
  • Target markets: worldwide, in English and Portuguese. I suggest Portugal, UK and US as the test countries. Tell me if you want others.
  • Run count: 3 runs per query per platform, each in a fresh session, logged out, with memory and personalization off.

2. Brief (what I have and what's missing)

Item Status
Product Offline-first note-taking app for field researchers. Lisbon-based. Sold in English and Portuguese from 9 EUR a month.
Competitors Obsidian, Notion, Joplin
Goal Be recommended for "best offline note app for researchers", and fix the wrong facts
Ground truth: not a Notion plugin Given
Ground truth: not free, from 9 EUR/month Given
Free trial or free tier? Missing. This matters because "free" may have come from a trial.
Other tiers, annual price, currency variants Missing
Platforms (iOS, Android, desktop, web), sync, export formats Missing
Founders or spokespeople, other owned profiles Missing
Misspellings or former names Missing
Existing third-party coverage (reviews, directories, Product Hunt, forums, Wikipedia or Wikidata) Missing

3. Site readiness findings (from what you pasted)

P1: Key facts are not in the HTML (heuristic).

  • The served HTML is <div id="root"></div> plus scripts, so price, features, location and audience exist only after JavaScript runs.
  • Vendors don't all document whether their crawlers execute JavaScript. Confirm per vendor.
  • A fetcher that doesn't run scripts would see no description at all. That leaves the AI to fill the gap from third-party pages, which could explain "a Notion plugin" and "free".
  • This is a hypothesis, not a confirmed cause. I haven't seen the answers or their sources.
  • Fix: server-render or prerender the home page, and add static pages for pricing, features, About and FAQ. These pages should state in plain sentences what Lumo Notes is, who it's for, that it works offline, that it's a standalone app and not a Notion plugin, and that it costs from 9 EUR/month. Date the pricing.
  • Owner: engineering.
  • Re-test: fetch the page with curl and check that the facts appear in the raw response.

P0 or P1: robots.txt blocks GPTBot and ClaudeBot (documented behavior, business choice).

  • Both are named in the vendors' documentation as crawlers that collect training data. Confirm that against current docs, because the names and purposes change.
  • Your User-agent: * group allows everything else. That includes OAI-SearchBot, ChatGPT-User, PerplexityBot and Google-Extended, plus any newer Anthropic user-triggered or search agents.
  • So this is a partial block, not a total one. Whether it's unintentional is your call, so I'm not deciding it for you.
  • Blocking training crawlers keeps your pages out of future model training. The cost is that models learn less from your own correct pages, so the wrong facts have fewer first-party sources to be corrected by.
  • Allowing them doesn't guarantee better answers.
  • Action: decide deliberately. If the block was intentional, keep it and make sure the search and fetch agents stay allowed.
  • Also check: whether a CDN or firewall (Cloudflare, for example) blocks these agents regardless of robots.txt. I can't see that from here.

Fine: the sitemap is declared. Check that it lists the static pages above and has current dates.

Not yet checkable:

  • Structured data (Organization and Product schema matching visible content)
  • Portuguese pages and hreflang
  • Consistency across profiles and directories
  • Freshness of old pages

Low priority: llms.txt. No vendor has documented that it affects answers.

4. Query set (fixed, 20 queries)

Brand

  1. What is Lumo Notes?
  2. Is Lumo Notes free?
  3. Lumo Notes pricing
  4. Is Lumo Notes a Notion plugin?
  5. Lumo Notes review
  6. O que é o Lumo Notes? (PT)

Category
7. Best offline note app for researchers
8. Best note-taking app for fieldwork without internet
9. Melhor app de notas offline para investigadores (PT)
10. Best note apps for academics and field researchers

Comparison
11. Lumo Notes vs Obsidian
12. Lumo Notes vs Joplin
13. Obsidian alternatives for offline research
14. Notion alternatives that work offline
15. Joplin alternatives for researchers

Problem
16. How do I take notes in the field with no signal?
17. How can I keep research notes synced after working offline?
18. Como tomar notas de campo sem internet? (PT)

Source
19. Which note apps are made in Portugal?
20. Who makes Lumo Notes?

5. Run sheet (for you to fill in)

I'll score it once you've filled it in. I won't fill it in myself.

Date Platform and mode Country and language Query # Run # Brand mentioned (Y/N) List position Accuracy vs ground truth Sentiment (quote) Competitors named Cited URLs

Platforms to cover: ChatGPT (with and without search), Claude (with and without search), Perplexity, Gemini, and Google AI Overviews.

What to paste: the full answer text for each run, especially the brand queries (1–6) and the cited URLs. The cited URLs let me trace where "Notion plugin" and "free" come from.

6. Provisional fix order (before any evidence)

  1. P1: make the facts readable without JavaScript (see above).
  2. P0, pending evidence: correct the wrong claims at their source. I can name the pages to fix once I see the cited URLs.
  3. P1: decide the GPTBot and ClaudeBot policy and check for firewall blocks.
  4. P2: add comparison pages ("Lumo Notes vs Obsidian/Joplin/Notion") and an FAQ. Keep them factual and dated.
  5. P2: look for legitimate third-party coverage, such as honest reviews, directory listings and researcher communities. Which sources matter depends on what the answers cite.

Nothing here promises that AI assistants will start recommending you.

7. Questions for you

  1. Is there a free trial or free tier, and what are the other plans?
  2. Were the "Notion plugin" and "free" claims seen on specific platforms? If so, can you paste the answers and their sources?
  3. Was blocking GPTBot and ClaudeBot intentional?
  4. Do you have profiles or listings elsewhere (Product Hunt, Capterra, AlternativeTo, GitHub, LinkedIn)?
  5. Which countries should I treat as primary?

Test run with no web access: the model cannot query AI platforms, and it said so. For a fictional app it checked the pasted robots.txt and the single-page home page, wrote a 20-query set with a run sheet and a provisional fix order, and stopped before scoring because no AI answers were supplied. It did not open any reference files, and the platform names in robots.txt should be checked against each vendor's current documentation.

它做什么

衡量 AI 回答引擎怎么对待一个品牌,再说明该改什么。它先要一份简介和“事实基准”(关于这个品牌什么是对的),然后写出 15 到 25 条查询,分成五组(品牌、品类、对比、问题、来源),并给出运行规程:每个平台每条查询至少跑三次。打分报告出现率、事实准确度、竞品声量占比、情感倾向,以及这些引擎引用的来源地图,不会把它们糅成一个万能分数。随后它把错误信息追溯到可能的出处,检查网站是否做好准备(针对 AI 爬虫的 robots.txt 规则、只靠 JavaScript 才出现的内容、直白的答案页、实体信息是否一致、结构化数据),并给出 P0 到 P3 的修复清单,每条都标明是“有文档依据”“审计中观察到”还是“经验做法”。

输出

一份限定范围的审计:查询集、运行表、结果表、错误或缺失的事实及更正方案、来源地图、网站检查结论、修复计划和未决问题。

适合什么场景

想知道 AI 助手是否认识自己的品牌、描述是否正确、会不会推荐它的创始人、市场和 SEO 团队。它不承诺被引用或排名,也绝不编造 AI 的回答:查不了某个平台时,它会把运行表交给你来填。

说明与风险

低风险:纯指令文件,没有脚本。它只读取你贴进来的内容(robots.txt、页面源码、AI 回答),不会登录、不改你的网站、不联系任何人。已在无法联网的条件下,用一个虚构应用试用一次:它说明自己无法查询 AI 平台,检查了贴入的 robots.txt 和页面描述,写出 20 条查询和运行表,并在打分前停下。AI 回答每次可能不同,所以任何得分都只是样本;它提到的爬虫名称请对照各厂商的最新文档。AIBars 原创 Skill,MIT 协议。

SKILL.md 原文包内共 2 个文件