**Did You Know? The Power of the Onion Model in AI**At Jumpstart We call it the 60% Pakora(TM) effect?

Nupour Mukherjee

Just over a year ago, we were in the iPhone moment for AI . However technologically , we were grappling with high cloud compute costs, surging prompt API , N prompt rising costs , large language sets , most of the Tech leaders asking us for AI bots or enterprise wide models that converted their big data lakes into Large language sets and one year to two year lengthy implementation times. The cost to implement - cost benefit and reduction in cost to serve - value first , people aligned seemed a distant dream .

But then, we discovered the Onion Model- (advocated by Esatto Stockholm - followed by Barack Obama and Britney Spears alike:-)

??During the last 14 months, the AI industry has experienced a 'Ketchup Effect' - a sudden burst of innovation and adoption, much like the sudden flow of ketchup from a glass bottle. nothing in the beginning and then suddenly a huge amount of ketchup where your fries get drowned and a soggy mess. Ridding on the Ketchup wave , we had taken a few chatgpt licenses and sprinked it as a "Beta" in HR , Operations and SCM to find out what an ideal prompt was - results productivity up only by 1.7% but cost of compute rose by 2.8-3.48 times in a single month.

We realised like the #burningBushMoment " The AI solution was not a tech science but human science that we had to lean on to get to market on speed and VALUE from AI first and remove bottlenecks and make it super useful with human emotion - collaboration !"

P.S. Just like the humble Indian popular Snack onion pakoda, our Onion Model is cheaper, smaller, yet effective, reusable, and makes the heart happy. We urge Boards and business leaders to look beyond what consulting companies are telling you to go big in large language models. Instead, use the onion that pleases the human force - employees, customers, stakeholders, and Board.        

At Deffinux Exponential - The Jumpstart Company solution framework , we've harnessed this momentum to create a unique, cost-effective solution , but in a true scalable and sustainable solution , we took the Onion Model for AI and added the repetitive model that is the key to expansion and learning and lot like the Elon Musk style of small but traditional tech disruptive but human focused, and then we tried this in our pilot product -Gencarbon ESG and other clients in Garments , ecommerce and Fintech industry to reduce their cost to serve and data on demand with insight with prediction - on what to do , based on what will happen next ....We have lovingly called it the Pakora Model !

P.S. Just like the humble onion pakoda snack , our Pakora(TM) Onion Model is cheaper, smaller, yet effective, reusable, and makes the heart happy. We urge Boards and business leaders to look beyond what consulting companies are telling you to go big in large language models. Instead, use the onion that pleases the human force - employees, customers, stakeholders, and Board.        

As an AI leader, I'm excited to share our implementation results on how our AI Onion Pakora Model helped us break free from large tech and high cloud compute costs, reducing implementation time and delivering outstanding results for our clients.

The Onion Model for AI focuses on understanding people and their needs, offering a more agile, people-centric approach to AI implementation that is easier to adopt and more focused on results than traditional tech-driven setups.

Here's why the Onion Model for AI may be the perfect fit for your organization:

1. Simplicity: The Onion Model for AI is designed to be easily understood and implemented, even by non-technical teams.
2. Focus on People: By prioritizing understanding people, our model creates AI solutions that are more intuitive, user-friendly, and effective.
3. Lower Costs: Our model requires fewer resources and less investment in large language sets, resulting in lower overall costs.
4. Scalability: The Onion Model for AI is highly scalable, allowing it to be implemented across various industries with minimal customization.
5. Faster Implementation: With our model, AI solutions can be deployed quickly, reducing time-to-market and accelerating ROI.

People Focus First Yields Money Returns Fastest : True Fact and Inspiration from the Indian popular Snack The Pakora The Onion Model for AI prioritizes understanding people by incorporating layers of human-centered design and user experience principles throughout the AI development process. Here's a breakdown of how the Onion Model achieves this:

1. User Research: The Onion Model begins with a deep dive into understanding the target users, their needs, and pain points. This is typically achieved through qualitative and quantitative research methods, such as interviews, surveys, and user personas.
2. Data Analysis: The Onion Model leverages data analysis techniques to uncover patterns and insights about user behavior and preferences. By analyzing existing data sets or collecting new data, the model can create a more comprehensive understanding of the users.
3. Iterative Design: The Onion Model employs an iterative design approach, where AI solutions are developed and tested in stages. This allows for continuous feedback and improvement, ensuring that the final product meets user needs and expectations.
4. User-Friendly Interfaces: The Onion Model emphasizes the importance of creating user-friendly interfaces that are intuitive and accessible. By focusing on usability, the model helps to reduce the learning curve and improve user adoption.
5. Training and Support: The Onion Model recognizes that successful AI implementation requires ongoing training and support for users. By providing resources and assistance, the model ensures that users can effectively utilize AI solutions to achieve their goals.
6. Continuous Monitoring and Evaluation: The Onion Model incorporates continuous monitoring and evaluation to ensure that AI solutions remain relevant and effective. By tracking user feedback and performance metrics, the model can identify areas for improvement and make adjustments as needed.

But the benefits don't stop there. The Onion Model has also helped us boost productivity by 60% without having to invest in large language sets. Plus, it's cheaper than pure tech-led AI, rapidly reducing cost to serve on design and output as a service.
        

Implementation Time rapid reduction by 60% :

The Onion Model for AI reduces implementation time through several key strategies that streamline the development and deployment process. Here's how the Onion Model achieves faster implementation:

1. Modular Design: The Onion Model employs a modular design approach, where AI solutions are built using pre-defined components or modules. This allows developers to quickly assemble and customize solutions, reducing the time required for coding and development.
2. Agile Methodology: The Onion Model uses agile methodologies, such as Scrum or Kanban, to manage the development process. Agile methodologies emphasize rapid iteration, continuous improvement, and flexible prioritization. This approach enables teams to identify and address issues early on, reducing the time required for troubleshooting and rework.
3. Reusable Components: The Onion Model encourages the creation and reuse of components or modules across different projects and use cases. By leveraging existing solutions, developers can reduce the time required for development and testing.
4. Automated Testing: The Onion Model incorporates automated testing techniques to validate AI solutions throughout the development process. Automated testing not only speeds up the testing process but also reduces the likelihood of errors and bugs, further reducing implementation time.
5. Parallel Development: The Onion Model promotes parallel development, where different aspects of the AI solution are developed concurrently. This approach allows teams to work on multiple tasks simultaneously, reducing the overall implementation time.
6. Pre-Integrated Solutions: The Onion Model offers pre-integrated solutions for common AI use cases, enabling organizations to quickly deploy AI capabilities without the need for extensive customization or development.
7. Training and Support: The Onion Model provides comprehensive training and support resources to help organizations quickly adopt and integrate AI solutions into their existing workflows. This reduces the time required for onboarding and familiarization, allowing organizations to realize the benefits of AI more quickly.

By employing these strategies, the Onion Model for AI significantly reduces implementation time compared to traditional tech-driven AI setups. This accelerated implementation leads to faster time-to-market, quicker ROI, and a competitive edge for organizations implementing AI solutions.

Would you be ready to learn how the Onion Model for AI can help your business? ??- it is all about turning the Ketchup effect and onion model into a Yummy Enterprise Business ROI AI result for you and your people - customers , board members and leaders .

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at Nupour Mukherjee

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This innovative approach helped us break free from large tech and reduce our implementation time from 9 months to a staggering 3 months!