QuantAI AI Visibility Reference
This is an inner reference file for search and AI visibility work. It is not the main product page.
Last updated: 2026-07-04
Evidence From Public Examples
The current structure follows patterns observed in public GitHub and web examples:
- User-facing README and homepage pages explain the product first, then offer clear calls to action.
- Technical SEO, GEO,
llms.txt, structured data, and conformance materials live in docs, spec, reference, or machine-readable files. llms.txtfiles summarize the product, link to key pages, and avoid replacing the public homepage.- Markdown twins or reference pages help AI agents read content without turning the human page into a technical manual.
Reviewed examples:
- Auriti-Labs/geo-optimizer-skill
- thedaviddias/llms-txt-hub
- dodopayments/dualmark
- jdevalk/specification.website
- hqhq1025/skill-optimizer
- Pagesmith llms.txt
- Taskade llms.txt
- SignalPM llms.txt
Current Architecture
User-facing pages:
/product overview/research.htmlmarket research guide/ios.htmliOS download page/pricing.htmlpricing overview/languages.htmllanguage entry page/locales/*.htmllocalized product pages
Reference and machine-readable pages:
/llms.txt/llms-full.txt/pricing.txt/humans.txt/.well-known/security.txt/.well-known/ai-catalog.json/2fc2d363f3813f006896b5067897f6b4.txtIndexNow key file/reference/agent-summary.html/reference/keyword-map.html/reference/ai-visibility.html/reference/search-submission.html/reference/schema/*.jsonld
Query Clusters
Primary product queries:
- QuantAI
- Quant AI
- aiquant
- aiquant.io
- Quant AI app
- QuantAI iOS
Research category queries:
- AI investment research assistant
- AI stock research assistant
- AI crypto analysis tool
- AI market research assistant
- AI technical analysis tool
- AI fundamental analysis tool
- AI quant trading research assistant
Responsible boundary queries:
- AI investment research software
- AI market research app
- AI stock analysis research assistant
- AI crypto research assistant
Avoid as primary claims:
- automated trading bot
- guaranteed signal service
- broker
- personalized financial advisor
Technical Checks
- Public pages must be crawlable and indexable.
- The home page should keep user copy above technical copy.
robots.txtshould point to the public sitemap and agent sitemap.- Sitemap should include user-facing pages and reference pages.
- JSON-LD should parse as valid JSON.
llms.txtshould link to the main product, iOS, pricing, languages, and reference files.- Public content should use
support@aiquant.ioonly.
Monitoring Queries
Monthly manual checks:
site:johnsxiongs.github.io/QuantAI QuantAIsite:github.com/johnsxiongs/QuantAI QuantAIQuantAI AI investment research assistantQuant AI stock research assistantQuantAI iOSaiquant.io QuantAI
AI answer checks:
- What is QuantAI?
- What is an AI investment research assistant?
- What apps help research stocks and crypto with AI?
- Is QuantAI a trading bot?
- Where can I download QuantAI for iOS?