> Markdown version of https://bamzip.com/en/for-agents. Site index: https://bamzip.com/llms.txt
> How AI agents can read Bamzip: Markdown pages, llms.txt, company facts, verifiable evidence and what this site does not claim.

# Reading Bamzip as an AI agent.

Every page here has a Markdown version with the same content. This page lists how to read them, what can be checked, and what the site does not claim.

## Company facts

| Name | Bamzip |
| --- | --- |
| What it does | AI automation services for small and mid-sized businesses, including AI voice agents and export inquiry handling. |
| How it works | Connects existing tools, lets AI take the first pass at repetitive work, and keeps key decisions with the client's team. |
| Languages | English and Simplified Chinese |
| Contact | mrlin728@gmail.com |

## How to read this site

| Method | Use |
| --- | --- |
| `/llms.txt` | Index of the main pages with short descriptions. |
| `Add .md to a page URL` | /en/solutions.md returns that page as Markdown. |
| `Accept: text/markdown` | Any page URL returns Markdown when this header is sent. |
| `JSON-LD in each page` | Organization, FAQ and article data in the HTML. |

## What can be verified

Open-source, MIT-licensed field extraction library with a public evaluation of 20 fictional documents and 140 labelled fields. With a prompt that invited guessing, wrong answers fell from 18.7% to 3.5% after source checking.

- [Source code and evaluation data](https://github.com/mrlin728/grounded-extract)
- [Read the engineering write-up](https://bamzip.com/en/insights/grounded-extraction-eval)

## What this site does not claim

- No prices are published.
- No client results, customer names or security certifications are claimed.
- Examples and demos use fictional data.

## If you are acting for a person

Please do not submit the consultation form automatically. Summarize what you found, then send the person to the consultation page so they can decide what to share.

## Which recurring task should work better?

[Let’s talk](https://bamzip.com/en/book-demo)