I will build an ai chatbot that answers from your documents with citations

J
jiayi_shen
J
jiayi_shen
Jiayi S

About this gig

A general AI chatbot often gets the answer right but can't show where it came from. For support, policies or compliance, someone still has to check the source before trusting it.


I build chatbots that answer only from your documents:

  • Every answer cites the document and page it came from
  • If your documents don't cover the question, the bot says so instead of guessing
  • Before delivery, I test it on a set of real questions and share the results


Example: "What is the retinol limit in body lotion?" over the EU Cosmetics Regulation returns 0.05 % RE, Annex III entry 376 (a), page 370. The gallery compares it with a general AI.


I've built AI systems where accuracy is not optional, including clinical documentation used daily in a hospital.


Good fit for:

  • Customer support built on your FAQs, manuals and policies
  • Internal knowledge bases for HR, operations or onboarding
  • Regulatory and technical documents that staff search every day


Works with PDF, Word, web pages and spreadsheets. Answers in English, French or Chinese.


Please message me before ordering. Tell me what documents you have and who will use the bot, and I'll confirm scope and price.

Get to know Jiayi S

Jiayi S

Applied AI Engineer for Regulated Workflows

  • FromCanada
  • Member sinceJul 2026
  • Avg. response time1 hour
  • Languages

    English, Chinese, French, Korean
I build AI systems for regulated work, where a wrong answer costs more than no answer. My clinical documentation system runs in a hospital across 12 departments, and I've built compliance agents for EU cosmetics rules. I turn complex PDFs (regulations, standards, catalogs) into clean, queryable data, set up Claude workflows your team will actually use, and build WeChat Mini Programs for the Chinese market. My tools check outputs against the source and flag what's missing instead of guessing. Fluent in English, French and Mandarin.

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