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
curland 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
- What is Lumo Notes?
- Is Lumo Notes free?
- Lumo Notes pricing
- Is Lumo Notes a Notion plugin?
- Lumo Notes review
- 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)
- P1: make the facts readable without JavaScript (see above).
- P0, pending evidence: correct the wrong claims at their source. I can name the pages to fix once I see the cited URLs.
- P1: decide the GPTBot and ClaudeBot policy and check for firewall blocks.
- P2: add comparison pages ("Lumo Notes vs Obsidian/Joplin/Notion") and an FAQ. Keep them factual and dated.
- 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
- Is there a free trial or free tier, and what are the other plans?
- Were the "Notion plugin" and "free" claims seen on specific platforms? If so, can you paste the answers and their sources?
- Was blocking GPTBot and ClaudeBot intentional?
- Do you have profiles or listings elsewhere (Product Hunt, Capterra, AlternativeTo, GitHub, LinkedIn)?
- 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.
它做什麼
衡量 AI 回答引擎怎麼對待一個品牌,再說明該改什麼。它先要一份簡介與「事實基準」(關於這個品牌什麼是對的),然後寫出 15 到 25 條查詢,分成五組(品牌、品類、比較、問題、來源),並給出執行規程:每個平台每條查詢至少跑三次。評分報告出現率、事實準確度、競品聲量占比、情感傾向,以及這些引擎引用的來源地圖,不會把它們糅成一個萬能分數。隨後它把錯誤資訊追溯到可能的出處,檢查網站是否準備好(針對 AI 爬蟲的 robots.txt 規則、只靠 JavaScript 才出現的內容、直白的答案頁、實體資訊是否一致、結構化資料),並給出 P0 到 P3 的修正清單,每條都標明是「有文件依據」「稽核中觀察到」還是「經驗做法」。
輸出
一份限定範圍的稽核:查詢集、執行表、結果表、錯誤或缺漏的事實與更正方案、來源地圖、網站檢查結論、修正計畫與未決問題。
適合什麼場景
想知道 AI 助理是否認識自己的品牌、描述是否正確、會不會推薦它的創辦人、行銷與 SEO 團隊。它不承諾被引用或排名,也絕不編造 AI 的回答:查不了某個平台時,它會把執行表交給你來填。
低風險:純指令檔,沒有腳本。它只讀取你貼進來的內容(robots.txt、頁面原始碼、AI 回答),不會登入、不改你的網站、不聯絡任何人。已在無法上網的條件下,用一個虛構應用試用一次:它說明自己無法查詢 AI 平台,檢查了貼入的 robots.txt 與頁面描述,寫出 20 條查詢與執行表,並在評分前停下。AI 回答每次可能不同,所以任何分數都只是樣本;它提到的爬蟲名稱請對照各廠商的最新文件。AIBars 原創 Skill,MIT 授權。