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AI-Driven Order Risk Detection

Apps used in this template

Shopify
Shopify
SAP Business One
SAP Business One
OpenAI
OpenAI
Shopify
SAP Business One
OpenAI

About this template

What this workflow does

Automatically detect order anomalies using AI by cross-referencing Shopify orders against SAP Business One history, routing flagged orders as drafts and clean orders as confirmed sales orders.

Key benefits

  • AI-powered risk detection
  • Automated order routing
  • Duplicate prevention
  • Seamless Shopify to SAP integration

Template details

Steps
12 automated steps
Apps
3 integrations
Flow
Shopify → SAP Business One
Mode
One-way sync
Category
EcommerceERPAI
Version
v1.0

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Customize the flow

Build your own version of this workflow

Every module in this template is fully customisable. Add triggers, swap actions, or extend the logic using appse ai's no-code visual builder.

01

New products created

On new products created in Shopify.

02

New orders created

On new orders created in Shopify.

03

New Abandoned Checkout

Triggers when a new abandoned checkout is created in Shopify.

04

Fulfillment Created

Triggers when a fulfillment is created in Shopify. Select whether to fetch partially fulfilled or fully fulfilled orders.

05

New Company Created

Triggers when a new company is created in Shopify.

06

Orders Cancelled

Triggers when an order is cancelled in Shopify. Only fires for orders where cancelledAt is not null.

07

New Draft Orders Created

Triggers when a new draft order is created in Shopify.

08

Orders updated

On orders updated in Shopify.

09

New Refund Created

Triggers when a new refund is created for a Shopify order. Only fires for orders that have at least one refund with one or more refund line items.

10

Products updated

On products updated in Shopify.

11

New Company Location Created

Triggers when a new company location is created in Shopify.

12

New customers created

On new customers created in Shopify.

13

Customers updated

On customers updated in Shopify.

14

New Return Created

Triggers when a new return is created for a Shopify order. Only fires for orders that have at least one return.

Inside the flow

How the template works

appse ai runs this workflow end to end for Shopify — automatically, every single day. Here is exactly what happens when this template runs.

01

Trigger: New orders created in Shopify

Detects when new orders are created in Shopify and fetches order details including line items, SKUs, and customer information.

02

Search sales order history in SAP Business One

Searches SAP Business One for historical sales orders associated with the customer to build a purchase history profile.

03

Extract and aggregate item codes

A Code node extracts all unique item codes from the historical SAP orders, and an Aggregator compiles them into a single consolidated list for comparison.

04

AI-powered order anomaly audit via OpenAI

Sends the SAP order history and the new Shopify order items to OpenAI (GPT-4.1) to cross-reference and detect first-time purchases or anomalies for each order.

05

Parse AI response

A JSON Converter node parses the structured AI response into actionable data containing audit results for each order.

06

Decision: Is there an anomaly detected?

Evaluates the AI audit result to determine if any item in the order is flagged as a first-time purchase (filter_trigger = TRUE).

07

Anomaly path: Check for existing draft in SAP Business One

If an anomaly is detected, searches SAP Business One for an existing draft order with the same Shopify order reference to avoid duplicates.

08

Decision: Does draft already exist?

Checks whether a draft order already exists in SAP for this Shopify order.

09

Create draft order in SAP Business One

If no existing draft is found, creates a new draft order in SAP Business One with the Shopify order details for manual review before confirmation.

10

No anomaly path: Check for existing sales order in SAP Business One

If no anomaly is detected, searches SAP Business One for an existing sales order with the same Shopify order reference.

11

Decision: Does sales order already exist?

Checks whether a sales order already exists in SAP for this Shopify order.

12

Create sales order in SAP Business One

If no existing sales order is found, creates a new confirmed sales order in SAP Business One directly from the Shopify order details.

Business benefits

More than moving data between apps — here is the measurable impact this automation delivers for your team.

01

AI-powered risk detection

Leverages OpenAI to intelligently identify first-time product purchases and order anomalies, reducing fraud and fulfillment risks.

02

Automated order routing

Automatically routes flagged orders to draft status for human review while allowing clean orders to flow directly into SAP as confirmed sales orders.

03

Duplicate prevention

Built-in checks ensure no duplicate draft or sales orders are created in SAP Business One, maintaining data integrity.

04

Seamless Shopify to SAP integration

Bridges the gap between Shopify and SAP Business One with real-time order processing every 3 minutes.

05

Reduced manual oversight

Eliminates the need for manual order review by automating anomaly detection and order creation workflows end-to-end.

01

AI-powered risk detection

Leverages OpenAI to intelligently identify first-time product purchases and order anomalies, reducing fraud and fulfillment risks.

02

Automated order routing

Automatically routes flagged orders to draft status for human review while allowing clean orders to flow directly into SAP as confirmed sales orders.

03

Duplicate prevention

Built-in checks ensure no duplicate draft or sales orders are created in SAP Business One, maintaining data integrity.

04

Seamless Shopify to SAP integration

Bridges the gap between Shopify and SAP Business One with real-time order processing every 3 minutes.

05

Reduced manual oversight

Eliminates the need for manual order review by automating anomaly detection and order creation workflows end-to-end.

Questions & answers

Frequently asked questions

Everything you need to know about this template before you deploy it.

How does the AI detect order anomalies?

OpenAI (GPT-4.1) cross-references the new Shopify order items against the customer's historical SAP orders to identify first-time product purchases, flagging them as potential anomalies for review.

What happens when an anomaly is detected?

How often does the workflow check for new orders?

Does this workflow prevent duplicate orders in SAP?

Is manual intervention required?

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Their quick updates and improvements have boosted our productivity, allowing us to focus on making better products. Highly recommend for any manufacturer seeking efficiency.
Hans Engstrom
Hans Engstrom
Operations Manager, Christiana Bikes
appse ai enabled us to automate processes and achieve real-time efficiency with their ready-to-use solution. Their responsive support and customizations were exactly what we needed.
Peter Grueterich
Peter Grueterich
President, Bernardo 1946
Rapidly growing companies, to get to that level of establishment, you need a solution like appse ai to bridge the connections between disparate systems.
Robert Donnelly
Robert Donnelly
CEO and Co-Founder, Nine Line
The platform syncs data between our applications and it simply just works. This saved us a lot of time we used to spend manually synchronizing data from one system to another.
Sankar Thiagasamudram
Sankar Thiagasamudram
Founder and CEO
appse ai helped us to manage our inventory and invoices in SAP and WooCommerce. With appse ai our job is much easy as everything is automated and we have better control on our inventory.
Kaywan Pour
Kaywan Pour
Niagara Warenhandels GmbH
appse ai is making our operations easy! They make the customer experience much better. It costs us less human effort to proceed our orders.
Ramez Tacrity
Ramez Tacrity
Technical Sales Specialist, Digitech
I was impressed by how easy appse ai is to use and their ability to customize the platform to meet our clients specific requirements.
Vainick Oliveri
Vainick Oliveri
Golden Toys
appse ai transformed our business by automating the sync between SAP Business One and WooCommerce. What used to be a time-consuming, manual process is now seamless. We add products in SAP, and everything syncs automatically to the website.
Maher Ataya
Maher Ataya
Founder, Italparts SRL & Italparts LLC
appse ai helped us to manage our inventory and invoices in SAP and WooCommerce. With appse ai our job is much easy as everything is automated and we have better control on our inventory.
Kaywan Pour
Kaywan Pour
Niagara Warenhandels GmbH
appse ai is making our operations easy! They make the customer experience much better. It costs us less human effort to proceed our orders.
Ramez Tacrity
Ramez Tacrity
Technical Sales Specialist, Digitech
I was impressed by how easy appse ai is to use and their ability to customize the platform to meet our clients specific requirements.
Vainick Oliveri
Vainick Oliveri
Golden Toys
appse ai transformed our business by automating the sync between SAP Business One and WooCommerce. What used to be a time-consuming, manual process is now seamless. We add products in SAP, and everything syncs automatically to the website.
Maher Ataya
Maher Ataya
Founder, Italparts SRL & Italparts LLC
appse ai truly helped us transform our business processes. Now with the integration, it has become really smooth, everything just flows better. It really helped our team save time, streamline processes and honestly boost productivity more than we expected.
Jason Mitchell
Jason Mitchell
MD, All Marine Spares
Since we started using appse ai as our middleware, everything has been way smoother. It saved us about 10-20 hours a week, which is huge. The team is super responsive and easy to work with.
Dan Gerber
Dan Gerber
CEO, Designer Boys
appse ai truly understood our needs and delivered a seamless integration between SAP and Shopify. Their team is highly knowledgeable and capable, ensuring the solution perfectly aligned with our requirements.
Columb McCluskey
Columb McCluskey
Sales Director, Trimwel
appse ai is fantastic, it works really well and is easy to use! Its visual interface makes it simple to see what is happening, and I especially liked the visual mapping of process flows. The teams professionalism also really impressed me.
Richard Grew
Richard Grew
Renegade Brewery
appse ai truly helped us transform our business processes. Now with the integration, it has become really smooth, everything just flows better. It really helped our team save time, streamline processes and honestly boost productivity more than we expected.
Jason Mitchell
Jason Mitchell
MD, All Marine Spares
Since we started using appse ai as our middleware, everything has been way smoother. It saved us about 10-20 hours a week, which is huge. The team is super responsive and easy to work with.
Dan Gerber
Dan Gerber
CEO, Designer Boys
appse ai truly understood our needs and delivered a seamless integration between SAP and Shopify. Their team is highly knowledgeable and capable, ensuring the solution perfectly aligned with our requirements.
Columb McCluskey
Columb McCluskey
Sales Director, Trimwel
appse ai is fantastic, it works really well and is easy to use! Its visual interface makes it simple to see what is happening, and I especially liked the visual mapping of process flows. The teams professionalism also really impressed me.
Richard Grew
Richard Grew
Renegade Brewery

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