The aPriori Manufacturing Insights Platform automates and simulates the entire production process for a digital twin CAD model. The heart of the platform is its Digital Factories which generate an array of manufacturing data that can be used by product design teams, cost engineers and sourcing specialists to make better decisions daily. What are Manufacturing Insights? aPriori’s Manufacturing Insights Platform simulates each step of the product manufacturing…
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SiliconExpert
Score 8.3 out of 10
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SiliconExpert Technologies headquartered in Cambridge offers a bill of materials management suite, providing part search, and product cost management.
From my experience aPriori is a classical algorithm in data mining. It is used for mining frequent itemsets and relevant association rules. Also, it is devised to operate on a database containing a lot of transactions, for instance, items brought by customers in a store. Whereas aPriori requires high computation if the itemsets are very large and the minimum support is kept very low and the entire database needs to be scanned.
Well Suited scenario is we do not have to rely on numerous experts having vast horizon of industrial expertise to estimate the products and services. We have this AL/ML solution in place which can look after us without much interaction or manual support. Not well-suited scenarios are: If any service or product can have a complex structure, a hyper metadata set needs to be generalized before estimation with the inputs from the open-source platform data so in this case estimation process need a lot of interventions, customization and still, we get a large deviation. That is not a good thing for any business to work on. We might end up with an entirely different cost than one which is estimated from this software.
Sheet Metal-Process Group, Transfer Die is at the Best, which gives detailed operation setup for the Parts as well as shows the number of parts in the Sheet i.e nested Loop thereby reducing the Scrap as well (Scrap Management)
Forging-Steel: Very good for for medium and complex medium Hot Forging type parts. Machine overhead data is very detailed where facts are used for the negotiation i.e Electricity Rate, Power, Labour Rate, Maintenance rate, etc.
Surface Treatment / Other Secondary Process such as powder coating, wet coat, electro plating: These all work well. We can also use masking options the treatment, In the event of of any leak tests or X-Ray inspections, we can add the process which will then account the pre/post operation time for the treatments
2-Model Machining: Machines and routing combinations are huge and can be used to determine the most economic way to produce these parts. We can also override to find the supplier methodology and cost. It gives very detailed information on the feed rate, speed rate, and power capacity.
Geometric Dimensioning and Tolerating (GD&T) can be added on the GCD's which will help detect the super finishing process, which is another advantage. In the current 2016 R2 SP, aPriori can detect it from the CAD Models
Design to Cost feature, provides the design engineers as well as cost engineers to understand the which feature take most cycle time and whether changing that feature reduces the complexity in machining thereby cycle time can be reduced
I appreciate how the products are created and adjusted. For diverse enterprises, there is a simple interface and ease. Reports and exports for a set of BOMs are additional useful features.
Not to Lose the Position of Product Cost Management Importance
Make Costing Simple and Ease
Traceablitlity of Previous Costed
Helps Design Engineers to actually look for the Which Feature contributes for the Most Cycle Time and help Design Engineers to re-design the CAD Model and look for the changes in the Cycle Time and the Machining parameters
I'm fairly happy with the product. My company appreciates the ability to customize the software, as well as manage our own data points for costs, machines, and materials. The coding aspect is not too difficult as well, though there are some issues with the availability of some information that could be improved.
Overall, I'm generally satisfied with the response and results that I get from aPriori support. They are intuitive, and try to understand what it is I'm trying to do, or how the problem is affecting me or my organization. They also are very available across the globe, as my team is located in multiple regions.
aPriori team helped a lot for the implementation, as they were on remote and helping for the file run and implementing the same on remote. aPriori team extrended full support for the implementation resolving the bottleneck and bugs if any during installing the software's also, they provide professional services in order to resolve some technical issue
aPriori is covering a lot of different processes instead of being an expert in only one. It can read geometric [information] directly from the CAD file so there's no need for manual entry or the risk of a mistake that comes with that. It provides data in a lot of different regions around the world this keeping the data up to date.
SiliconExpert has wide variety o supports and suggestions which are required in each and every step of the product development lifecycle. So it's a complete solution to bring support for the entire product lifecycle and a relief to us. Managing, tracking, generalizing reports, generating, and sending timely alerts are some of the beautiful features which stack up to make SiliconExpert a best choice.
The main negative impact is that it is costly, a waste of time to hold a vast number of candidate sets with many frequent itemsets, low minimum support, or large itemsets.
