Choose an LLM if…
You want to extract order information, understand unstructured emails, or experiment with AI. It's a strong starting point, but it isn't a complete order-processing system.
An honest comparison of AI, workflow automation, and purpose-built order processing.
An LLM can read your customer's email. n8n can move the data between systems.
That's the difference between automating a task and automating the entire order process.
Re: Plasterboard panels order
Hi, please send us 2 pallets of plasterboard panels, same as our last order, at our usual agreed price.
Can read and extract information from supplied documents.
Can do this with configured workflows and AI.
Identifies orders and extracts information from emails and documents.
If your team receives orders through emails/whatsapp, PDFs, Excel files, or images, this comparison explains what each approach can do, what you'll need to build yourself, and when a dedicated solution like Extraflow makes more sense.
You want to extract order information, understand unstructured emails, or experiment with AI. It's a strong starting point, but it isn't a complete order-processing system.
You have technical resources, need flexible integrations, and want to build and maintain your own automation. It can automate the full process, provided you build the business logic around it.
You need to turn customer orders into ERP records, match products against your catalogue and customer-specific prices, and business rules - including requested delivery dates, lead times, and order requirements - while giving your team full control over exceptions and approvals.
The bottom line: All three can help you process an email. The real question is how much of the operational system you want to build and maintain yourself.
Reading an order is only the first step. Here's what happens when the customer uses different product names, negotiated prices, or unexpected document formats.
| What needs to happen | n8n + LLM | Standalone LLM | |
|---|---|---|---|
| 1. Read incoming orders | Identifies orders and extracts information from emails and documents. | Can do this with configured workflows and AI. | Can read and extract information from supplied documents. |
| 2. Find the correct products and prices | Matches customer descriptions with ERP products, order history, and agreed prices. | You need to build and maintain the matching logic. | Needs access to your catalogue, customer records, and business rules. |
| 3. Let your team check and correct orders | Staff review exceptions and correct orders in a dedicated interface. | Approvals are possible; a complete order-review interface requires additional work. | Requires a separate application for team review. |
| 4. Get orders into your ERP | Designed to work with existing cloud and on-premise ERP systems. | Possible through connectors and custom integration. | Needs external tools and integration to create orders. |
| 5. Keep everything running | Order tracking, corrections, and ongoing product maintenance. | Your team maintains workflows, business rules, and custom components. | Requires an operational system around the model. |
Your customers use their own product names and descriptions. Your ERP expects exact product codes, quantities, and agreed prices.
Extraflow connects the two.
Re: Plasterboard panels order
Hi, please send us 2 pallets of plasterboard panels, same as our last order, at our usual agreed price.
Which exact ERP SKU does "plasterboard panels" refer to?
PB-1250 · Standard plasterboard 12.5 mm, 1200 × 2500
What does "2 pallets" mean for this product?
2 pallets → 100 boards (50 per pallet)
Which customer record and agreed price apply to the sender?
Building Ltd (C-10482) · €6.40 per board, contract price list
What happens if there are two plausible matches?
PB-1500 (15 mm) also matched · held for team review before posting
For the first two steps -identifying an order and extracting its details—the approaches can produce similar results.
The difference becomes meaningful when extracted text must become a valid ERP transaction.
This is the problem Extraflow is built to solve.
See How Matching WorksCustomers don't always use your product names. Extraflow uses more than the words in the email to identify the correct order.
The more your team corrects, the less repetitive work it needs to do.
Find the right product.
Identify ERP items even when customers use different names, abbreviations, or descriptions.
Find the right customer and price.
Use order history and customer-specific pricing to narrow down possible matches.
Improve future matching.
Use previous corrections so repeated customer terminology becomes easier to process.
The demo works.
Connect an inbox, extract order information, and send it to another system.
Real-world exceptions appear.
Different document formats, customer prices, product names, and ERP rules need handling.
Someone needs to own everything.
New customers, changed products, integration updates, and ongoing troubleshooting.
| What you need | DIY with n8n / Zapier | |
|---|---|---|
| Product matching | Dedicated capability | Build and maintain |
| Order-review interface | Included | Configure or build |
| ERP integration | Implementation required | Connector setup/custom development |
| Maintenance | Dedicated product team | Your team or partner |
The real cost isn't just the software subscription. It's the time, development, maintenance, and manual intervention needed to process a correct order.
See what your current process costs and which steps Extraflow could help reduce.
Hours / month
Spent manually entering orders.
/ month
Estimated cost of the current manual process.
Illustrative estimate — not guaranteed savings
22 working days per month · Orders × minutes × 22 ÷ 60 = hours · Hours × hourly cost = monthly cost