AI-agent Product Intelligence for BAS KUP
1. Project Meta
Develop an AI agent for automatic identification of product analogs and formation of cross-sells with integration into BAS KUP through the "Interaction System" module (Discussion).
2. Business Goals
- Reduce sales losses due to product unavailability
- Increase average check through cross-sells
- Standardize recommendations for managers
- Reduce dependence on manager experience
3. Solution Architecture
The AI service is implemented as a separate microservice with a REST API. BAS KUP serves as the data source and API client.
Components:
1. BAS KUP (source of products, orders, stock)
2. AI service (logic of analogs and cross-sells)
3. REST API (data exchange)
4. BAS integration module (configuration extension)
4. Core Functionality
4.1 Identification of analogs:
- Exact (exact analog)
- Close (close analog)
- Alternative (alternative solution)
4.2 Formation of cross-sells:
- Must-have
- Recommended
- Upsell
- Bundle
5. AI Trigger Points
- When opening an order
- When adding a product to an order
- When a product is out of stock
- When pressing the "AI Hint" button
6. API Format
Endpoint: /analogs
Endpoint: /crosssell
Method: POST
Exchange format: JSON
Example response:
analogs_exact[], analogs_close[], alternatives[]
crosssell_must[], crosssell_recommended[], upsell[]
manager_script, reason_short
7. Integration with BAS KUP
Implement through configuration extension without changing the standard database. BAS makes an HTTP request to the AI service and publishes the response in the "Discussion" tab of the corresponding document.
8. AI Limitations
- Do not invent characteristics
- Do not change prices or stock
- Do not provide delivery guarantees
- Use only data from BAS
9. Security
- Authorization via API token
- Logging of requests
- Access restrictions to internal data
10. Implementation Stages
1. Audit of product structure
2. Development of AI service
3. Development of extension for BAS
4. Testing
5. Launch
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8 days223 USD
8 days223 USD
Hello. Interesting task, there are a few points I would like to clarify. What about the existing software? What versions of BAS KUP are you using? This will help understand how to implement the integration. Regarding the AI service, could you provide more details about the algorithms you plan to use for determining analogs? I would suggest working at a rate of 600-800 UAH/hour, as the project has many stages and requires a serious approach. As for the deadlines, if everything is clearly defined, I can complete the work, for example, in 6 days, but I will include an additional 2 days for unforeseen circumstances.
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7 days22 USD
278 7 days22 USD
Good day.
I have similar experience: AI product recommendations for e-commerce based on embeddings + vector search, product database of about 15k items.
I suggest dividing the work: I will take care of the AI service + REST API, your BAS specialist will write the configuration extension. On my side, I will provide complete documentation for the API: endpoints, request/response formats, examples so that your specialist will understand everything for integration.
What I will do:
Audit of the product export (it will be necessary to export products with characteristics from BAS)
Vectorization of products, index for searching analogs
Cross-sell logic based on the history of joint purchases + categories
… REST API: /analogs and /crosssell, token-based authorization, logging
Deployment of the service, documentation
What your BAS specialist will do:
Extension: "AI suggestion" button, HTTP request to the service, parsing the response, publishing in Discussions
Trigger points (when opening an order, when out of stock, etc.)
The main question before starting: how is your product structure? Are the characteristics filled in? Are the categories properly divided? The quality of recommendations depends on this.
For timelines, the AI part - 1 week. Meanwhile, your specialist can work on the BAS part.
Write to me, we will discuss the details.
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1 day22 USD
1595 7 0 1 day22 USD
I am among the top 10 developers in the category of "Artificial Intelligence and Machine Learning" among ~2100 specialists on the platform.
I guarantee:
- Fast and quality execution of the task
- Strict adherence to deadlines
- Regular communication throughout the entire process
I would be happy to discuss the details of your project in private messages.
-
7 days335 USD
2138 22 2 7 days335 USD
Hello
Yes, I understand that we need an API endpoint that will provide similar products to the specified one.
We will need to gain access to the current list of products constantly.
It can be done so that it searches by similarity of names and exact values of parameters.
Unfortunately, I do not have experience with BAS KUP - but I understand that the API endpoint can be configured from their side.
Write to me, we will discuss the details.
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