Use case in Profet AI

ProfetAI AutoML Simple , fast and easy to use features support our client to realized AI in different scenario and business process. 
AI can be everywhere at anytime


Manufacture process improvement 
SMT parameter recommendation
PCB ENIG process improvement

Quality prediction 
Petrochemical industry quality prediction
Automatic virtual metrology

Equipment maintenance  
Equipment predictive maintenance
Anomaly diagnosis and detection

Recipe/Formula Optimization  
Material cost optimization  

SUPPLY CHAIN MANAGEMENT  
SUPPLY CHAIN MANAGEMENT  
On-time delivery improvement Inventory cost reduction 

HR & FINANCE    
Employee turn-over rate reduction
Increase recruitment efficiency
Mitigate financial risk   

PRICING & PROCUREMENT    
Procurement and pricing efficiency improvementIncrease operating profit   


MARKETING 
Increase sales revenue
Precision Marketing    

Used car price prediction

Insurance -  Used car final transaction price prediction

Challenges

企業大宗二手車汰換市場歷年來有一定的利潤以AI數據建立車架預測模型是一個關鍵的議題，得以協助企業業務擴展。

The Results 

With ProfetAI's simulation module , client can simulate the potential procurement result in advance and make better procurement decision (quantity & price level)

  Performance:

  • Establish a prediction model with the performance of below 1% tolerance

  • By using ProfetAI's simulation module as decision support system , procurement team can make better and faster decision. 

  • Mitigate the risk of wrong evaluation

Announce Soon. Design features

Announce Soon.

What you see is what you get

Insert text styles like headers, bold, italic, lists, and fonts with a simple WYSIWYG editor. Flexible and easy to use.

Customization tool

Click and change content directly from the front-end: no complex back end to deal with.

Building blocks system

Create your page from scratch by dragging and dropping pre-made, fully customizable building blocks.

Design features

Bootstrap-based templates

Easily design your own Odoo templates thanks to clean HTML structure and bootstrap CSS.

Professional themes

Change theme in a few clicks, and browse through Odoo's catalog of ready-to-use themes available in our app store.

Material Price Prediction

Textile Industry - Yarn Price and Price Trend Prediction

Challenges

紡織業採購策略是一大挑戰，如透過AI方式來協助價格趨勢預測， 對於企業的競爭力極有幫助。

The Results 

With ProfetAI's simulation module , client can simulate the potential procurement result in advance and make better procurement decision (quantity & price level)

Performance :

  • Better prediction of next month price trend.

  • Better prediction of next month's price level with the tolerance below 5%

  • Purchasers and planner can build better procurement strategy with the support of prediction model 

PCB – ENIG process improvement

PCB - DES process improvement 

SMT - Printer parameter optimization

PCB – ENIG process improvement

 

PCB - ENIG (Electroless Nickel Immersion Gold) process improvement

Challenges

PCB 產品少量多樣，以AI來輔助生產提升良率可以強化製程能力。  


The Results

  1. 成功建立預測模型。

  2. By using ProfetA simulation feature, the engineer can simulate the potential result in the pilot production and process planning stage.

  3. By using ProfetAI optimization feature, AI could suggest multiple recipes to support the engineer in pilot production and process planning stage.

  4. Performance:

    1. Cost reduction by optimized the usage of gold material

    2. Shorten the cycle time and cost of pilot production

       

PCB - DES process improvement 

PCB  - DES (Developing Etching Stripping) process improvement

Challenges

鎳化金 如何用適當的原材料生產合規的產品，是此製程工藝的追求重點，尋求以  AI  機器學習的機制來複製好的工藝參數經驗，是一個值得研究的方向。  



The Results

  1. 成功建立預測模型。

  2. By using ProfetA simulation feature, the engineer can simulate the potential result in the pilot production and process planning stage.

  3. By using ProfetAI optimization feature, AI could suggest multiple recipes to support the engineer in pilot production and process planning stage.

  4. Performance:

    1. Shorten the cycle time and cost of pilot production

    2. 結合前製程資訊，可以獲得後製程工藝參數。

SMT - Printer parameter optimization

SMT -  Printer Recipe Optimization 

Challenges

SMT 是電子業重要製程，透過AI將此工藝建立 一個模型來改善 工藝參數並將其系統化輔助人員是極具價值的議題。  



The Results

  1. 成功建立預測模型。

  2. By using ProfetA simulation feature, the engineer can simulate the potential result in the pilot production and process planning stage.

  3. By using ProfetAI optimization feature, AI could suggest multiple recipes to support the engineer in pilot production and process planning stage.

  4. Performance :

    1. Reduce time to production

        1. Improve the cycle time (25%) and cost of pilot production

        1. 建立預測模型來降低誤判率。

           

      R&D Material Recipe Recommendation

      R&D Material Recipe Recommendation

      ProfetAI In side \ 

      R&D new Material and recipe development

        

      Challenges

      材料研發透過不同主要配方與副配方混合經過不同的條件加工後，產生新的物理或化學性質，傳統實驗設計田口法應用廣泛，全因子實驗(Full Factorial Experiment)面對多目標因子Y在應用時需大量的數據跟實驗時間與成本，尋求新的技術來協助研發縮短時間與成本是客戶的期望。  


      The Results
      1. 總體結果:
        所快速得知不同配方組合改變，對於目標結果之影響趨勢。

        基於模型可以進行模擬快速收斂因子，縮短時間時程。

        下一步, 逐步增加實驗數據運用機器學習方式強化模型之準確性，優化研發過程。

      Contact ProfetAI to know more。

      Contact ProfetAI to know more。

       R&D Material Recipe Recommendation

       R&D Material Recipe Recommendation

      ProfetAI In side \ 

      R&D new Material and recipe development

        

      Challenges

      材料研發透過不同主要配方與副配方混合經過不同的條件加工後，產生新的物理或化學性質，傳統實驗設計田口法應用廣泛，全因子實驗(Full Factorial Experiment)面對多目標因子Y在應用時需大量的數據跟實驗時間與成本，尋求新的技術來協助研發縮短時間與成本是客戶的期望。  

      The Results
      1. 總體結果:
        所快速得知不同配方組合改變，對於目標結果之影響趨勢。

        基於模型可以進行模擬快速收斂因子，縮短時間時程。

        下一步, 逐步增加實驗數據運用機器學習方式強化模型之準確性，優化研發過程。


       R&D Material Recipe Recommendation

       R&D Material Recipe Recommendation

      ProfetAI In side \ 

      R&D new Material and recipe development

        

      Challenges

      材料研發透過不同主要配方與副配方混合經過不同的條件加工後，產生新的物理或化學性質，傳統實驗設計田口法應用廣泛，全因子實驗(Full Factorial Experiment)面對多目標因子Y在應用時需大量的數據跟實驗時間與成本，尋求新的技術來協助研發縮短時間與成本是客戶的期望。  

      The Results
      1. 總體結果:
        所快速得知不同配方組合改變，對於目標結果之影響趨勢。

        基於模型可以進行模擬快速收斂因子，縮短時間時程。

        下一步, 逐步增加實驗數據運用機器學習方式強化模型之準確性，優化研發過程。


      Alliance with software and hardware providers to generate a win-win business model to create higher value to our customer.

      R&D Material Recipe Recommendation

      R&D Material Recipe Recommendation

      ProfetAI In side \ 

      R&D new Material and recipe development

        

      Challenges

      Material development is the process of mixing main ingredient and secondary ingredient to come out new physical and chemical property. Lots of company had been using Taguchi and Full Factorial Experiment method but face the challenge of data and experiment time and cost. Companies are seeking if new technology could help then shorten the RD cycle time and cost.  



      The Results
      1. Performance :

        Quickly come out the result of different recipe combination and the impact and trend to the target outcome.


        Prediction model can simulate and converge key factor and shorten the RD development time.


        Continue to improve prediction model’s accuracy and RD process efficiency by accumulating more and more experiment data.

      PCB - Smart DES Equipment

      PCB - Smart DES Equipment

      ProfetAI In side \  ProfetAI Inside with DES Equipment Supplier  

      Challenges

      傳統機台業者，往智慧機台發展是全球機械業的主要趨勢並是設備行業的決勝觀點，傳統設備業不在 AI 發展，因此尋求異業合作聯盟是一種發展策略，DES 設備是PCB產業的重要製程之一，結設備商機台運用 AI 方案建構智能生產線將可為客戶帶來價值創造企業利益。  

      The Results

      1. Performance:

        1. 設備製造商結合 ProfetAI Inside 將產品智能化。

        2. 提供 智能解決方案協助客戶與廠商競爭力。

      Intuitive system Design features

      Intuitive system

      What you see is what you get

      Insert text styles like headers, bold, italic, lists, and fonts with a simple WYSIWYG editor. Flexible and easy to use.

      Customization tool

      Click and change content directly from the front-end: no complex back end to deal with.

      Building blocks system

      Create your page from scratch by dragging and dropping pre-made, fully customizable building blocks.

      Design features

      Bootstrap-based templates

      Easily design your own Odoo templates thanks to clean HTML structure and bootstrap CSS.

      Professional themes

       

      If you want to know more about the Case Studies, Welcome to contact us!
      Contact ProfetAI