You will get Make your business retrievable in ChatGPT using structured data & RAG
Project details
I help businesses make their information accurate, structured, and retrievable when ChatGPT is connected to their data.
This project is not about manipulating ChatGPT’s global behavior or forcing public recommendations. Instead, it focuses on preparing clean business data and building a reliable retrieval setup so ChatGPT can return correct answers when it has access to that data.
I work with structured formats (JSON/YAML), retrieval logic (RAG/embeddings), and controlled prompts to reduce hallucinations and ensure consistent responses for relevant queries such as local availability, products, or services.
The outcome is a maintainable system where your business information can be safely surfaced in ChatGPT-powered environments (websites, tools, or internal systems), with clear documentation for future updates.
My approach emphasizes clarity, transparency, and realistic expectations, so the delivered results match how ChatGPT actually works in practice.
This project is not about manipulating ChatGPT’s global behavior or forcing public recommendations. Instead, it focuses on preparing clean business data and building a reliable retrieval setup so ChatGPT can return correct answers when it has access to that data.
I work with structured formats (JSON/YAML), retrieval logic (RAG/embeddings), and controlled prompts to reduce hallucinations and ensure consistent responses for relevant queries such as local availability, products, or services.
The outcome is a maintainable system where your business information can be safely surfaced in ChatGPT-powered environments (websites, tools, or internal systems), with clear documentation for future updates.
My approach emphasizes clarity, transparency, and realistic expectations, so the delivered results match how ChatGPT actually works in practice.
AI Development Type
Knowledge Representation, Recommendation SystemAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$129
|
Standard
$259
|
Advanced
$459
|
|---|---|---|---|
| Delivery Time | 2 days | 5 days | 7 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | - | ||
Detailed Code Comments | - | - | - |
Knowledge Graph | - | - | |
Model Documentation | |||
Ontology | - | - | |
Source Code | - | ||
Taxonomy |
Frequently asked questions
About Tanseong
Automation (Zapier/Make) | CRM + Sheets + Webhooks
Tanah Rata, Malaysia - 8:51 am local time
I turn spreadsheets into clean, automated systems using Zapier/Make, Webhooks/APIs, and Google Sheets/Apps Script:
- trigger → transform → dedupe/lookup → route → write-back
- with logs, retries, and clear status fields
You’ll get a working automation, clean mapping, and a short handover guide so it’s easy to run and maintain.
Steps for completing your project
After purchasing the project, send requirements so Tanseong can start the project.
Delivery time starts when Tanseong receives requirements from you.
Tanseong works on your project following the steps below.
Revisions may occur after the delivery date.
Review business data, scope, and success criteria.
Review business data, scope, and success criteria
Review provided business data, clarify scope, confirm limitations, and align on success criteria and test queries before implementation.