Using Generative AI, we are now able to explain, in as much detail as needed, to the user why a certain decision was made. Such interaction with the system can further make the system more intelligent via explanation-based learning.
No matter how good the plan is, there are always surprises and things happen for which we may or may not have accounted for. Thus, we need to plan with uncertainty and then be able to respond when we know with certainty a disruption is coming or has already occurred.
Having both planning and execution in shared memory systems offers real-time adaptability, efficient communication, and streamlined resource sharing and the ability to perform a continuum of planning and execution rather than a piecemeal approach.
Planning is no longer just about customer demand but also international regulations, resilience, agility, environmental factors & sustainability, transparency, and above all ability to predict and respond in real-time not just plan now and respond later.
Sleeping on two pieces of mattress put next to each other is hard unless you add layers and layers of cushioning on the top. This is what most companies do trying to “integrate” their S&OP, or planning solution, to their S&OE, or operation execution.
The joint solution addresses supply chain business processes from network optimization to supply chain planning, factory scheduling, warehouse management, and transportation management, including last mile delivery.
People are all too enamored with AI, machine learning, and more recently generative AI, but forgetting that these techniques have limitations and all they do is look in the rearview mirror to decide what is ahead.
However you may also provide a controlled consent if you wish. Accept
Manage Cookie Consent
Analytical cookies are used to understand how visitors interact with the website. These cookies help provide information on metrics the number of visitors, bounce rate, traffic source, etc.
Microsoft Clarity sets this cookie to retain the browser's Clarity User ID and settings exclusive to that website. This guarantees that actions taken during subsequent visits to the same website will be linked to the same user ID.
Microsoft Clarity sets this cookie to store and consolidate a user's pageviews into a single session recording.
Facebook sets this cookie to display advertisements when either on Facebook or on a digital platform powered by Facebook advertising after visiting the website.
The _ga cookie, installed by Google Analytics, calculates visitor, session and campaign data and also keeps track of site usage for the site's analytics report. The cookie stores information anonymously and assigns a randomly generated number to recognize unique visitors.
1 year 1 month 4 days
Google Analytics sets this cookie to store and count page views.
This cookie is installed by Google Analytics.
Google Analytics sets this cookie for user behaviour tracking.
A variation of the _gat cookie set by Google Analytics and Google Tag Manager to allow website owners to track visitor behaviour and measure site performance. The pattern element in the name contains the unique identity number of the account or website it relates to.
Google Tag Manager sets the cookie to experiment advertisement efficiency of websites using their services.
Installed by Google Analytics, _gid cookie stores information on how visitors use a website, while also creating an analytics report of the website's performance. Some of the data that are collected include the number of visitors, their source, and the pages they visit anonymously.
Linkedin set this cookie to store information about the time a sync took place with the lms_analytics cookie.
Microsoft Clarity set this cookie to store information about how visitors interact with the website. The cookie helps to provide an analysis report. The data collection includes the number of visitors, where they visit the website, and the pages visited.
YouTube sets this cookie via embedded youtube-videos and registers anonymous statistical data.
Linkedin sets this cookie to registers statistical data on users' behaviour on the website for internal analytics.
This cookie, set by Bing, is used to collect user information for analytics purposes.
Microsoft Clarity cookie set this cookie for synchronizing the MUID across Microsoft domains.