Mayank Gupta

There were very high chances that there would have been no winner for this question as most of the respondents were not able to clearly establish the linkage between knowledge management and competitive edge. However, there is one answer that establishes the linkage and hence has beeen selected as the winner. Well done Tushar Ghosh. P.S. The other aspect that I would have loved to see in the answers is how do you keep AI up to date with the change in the knowledge as all answers agreed that in andsence of AI, it is the pain point

It is good to see the varied areas where AI can become a trusted partner for leaders. The best answer is from Ayomide. Well done!

Hello Tapati Starting point would be identify the pain areas or the gaps or metrics that are missing the targets in the process. - use tools like VOC: see if there are any customer complaints - use VOB: see if there are any aspirational targets set by the HOD or Process Owners - look at the process dashboard to see if metrics are in danger - do a walkthrough of the process to identify bottlenecks and/or wastes Regards Mayank Gupta

Great answers from all respondents. The best answer has been provided by Pavitra Jain. Well done. Answer from Swapnil is also a must read.

Amazing answers by all the respondents. The two answers that stand out for their details are the joint winners - Swapnil Madhav Chaukar and Sattar Mohammad Imran. Well Done!

Sumukha has provided the best answer for this question. Well done! Some other very valid points that were covered are using AI Management System (ISO 42001) - Jess' answer and keeping a separate testing environment - Ayomide's answer.

Sattar Mohammad Imran has provided the best answer to this question and hence is declared as the winner. Well done!!

Akkul Dhand has provided the winning answer to this question. Answer fro Sumukha is also a must read.

Sumukha has provided the best answer to this question. Well done!!

Ayomide Otokiti has provided the best answer to this question. Well Done!! Response from Sumukha is also a good read!

It is good to see that the respondents are visualizing the role changes in their own areas of work. And hence it is recommended that one should read all the answers to get a view of how AI is changing the role requirements across different industries and domains. There are 2 answers which stand out and hence both have been declared as winners - Sargun Diwan and Sattar Mohammad Imran. Well done!!

Thaiyeb Hussain has provided the best answer to this question by also providing a relevant example. Answer from Yuvaraj is also a must read. My 2 cents - Since the output is a system generated output (in most cases a black box), I would recommend conducting Logical Validation at regular intervals to ensure that the AI brain and human brain are calibrated

All the answers are worth reading. Some points might appear repetitive but there are some unique points that will appear in different answers. Answers from Yuvaraj and Jess are a must read. Sumukha has provided the best answer to this question. Well Done! My 2 cents - "Audit by Design" is a good approach to solve for this problem.

Mark Wexelberg has provided the best and the most comprehensive answer to this question. Well done! Answer from Sumukha is also a great read.

While most of the answers are either focussed on COPQ or Effort-Impact Matrix (or its variations), there are a lot of other tools that can be used to ensure that AI solutions are always aligned to the strategic objective of delivering superior value to the organization or customer. Tools like - Hoshin Kanri, Balanced Scorecard, VOC, VOB, Business Value Analysis etc. are all useful to establish the strategic linkage. Jess has provided the best answer to this question. Well done. Do read the other answers to understand how different tools are used to establish linkage.

The good thing about the responses is that every response highlights usage of Swiss Cheese Model in different scenaios. Hence all the responses are a must read. The best answer is from Akkul Dhand. Well done!

Sargun has provided the best answer to this question. Well Done!!

Swapnil has provided the best answer to this question. Answers from Jess and Mark also deserve a special mention. Both are a must read.

Insightful answers to the question. The best answer is from Swapnil Madhav Chaukar. Well done! Answer from R Rajesh is also a recommended read. My 2 cents - The AI solution needs to be made a process document and like we revise process documents (e.g. - SIPOC, process maps, SOPs etc) after every process change, we need to revise the AI solution after every change!!

Some interesting answers to the question. There are 2 winners for this question - Mark Wexelberg and Sargun Diwan.

This was a tough one to decide because most of the answers revolved around the same points. One of the answers that stood out is from Mark. He has a very pragmatic approach to AI and AI solutions and gave tough competition for the winner's position. His answer is a must read. The winning answer is from Sargun Diwan as his answer covers all the aspects of the question. Well done!

Since each one of us works with data and metrics, plus given that AI is increasingly getting integrated in our processes and work, it will be a worth while investment to go through all the answers. You will get ideas on what you need to focus on and what you can let go. Best answer has been provided by Sargun Diwan. Well Done!!

Interesting answers to a seemingly easy question. The best answer is from R Rajesh. Well done. Answers from Sargun, Sachin and Mark are also an interesting read. Do check them out as well.

All the answers are a must read. Appreciate the respondents taking time to write good answers. The answer that stood out for me is from Kishor. Well Done.

Swarandeep Kaur Juneja's answer has been selected as the winning answer as it covers all aspects of Improve phase - ideation, prioritization and optimization of solution. Well Done!!