Agile AI-based feedback and feedforward loops start where planning stops

COVID-19 Pandemic Disruption

The COVID-19 pandemic has been a severe global humanitarian crisis. …


What defines AI in Demand Forecasting and Planning. Is it the process, technology, or outcome? Especially when there are many offerings that talk about using AI/ML in this space. Customers often ask the question “Is it really AI”. So how should one think about AI in this space?

Appreciating the…


First published in Samya.ai Blog: https://samya.ai/paradox-of-planning-moving-from-the-focus-on-performance-in-the-past-to-performance-in-the-future/

It is quite a paradox that whilst planning is a future thinking and forward-looking exercise the performance of planning is always measured in terms of past and YTD performance.

As an example, Demand Planning teams spend a lot of time in analyzing their forecast…


First published in Samya.ai blog: https://samya.ai/5-questions-to-ask-your-demand-forecasting-vendor/

As stewards of the forecasts in a CPG organization, demand planners face daily struggles as they strive to determine and forecast product demand with accuracy. And while demand forecasting continues to be a problem, it’s just one piece of the puzzle. …


Make it Hyper-Real for your Early Stage Investors

I have been an angel investor and advisor for about 3 years now having invested in startups in India across different sectors. …


This post is not about advice on startup ideas, business model, product or funding, etc. It is about the inner life of a startup and its people.

Life in a startup is daunting for founders, the early founding team and employees; especially in the early stages. It is not for…

Deepinder Singh Dhingra

Founder, Investor, Advisor,Passion for working with startups and founders, B2B, SaaS, AI/ML, Business-Product-Finance Intersection

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