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Written by Swagat Irsale, Growth Advocate. I am still learning and doing at the same time. There are GPs and LPs. GPs start the venture fund with their money. Then they connect with LPs and raise money from LPs. This combination of GP and LP money is invested in startups/ ventures. The money is requested from LPs usually over 2-5 years and invested in startups. They have to fight for allocation in the right startups, actually fight … 🙋 Every Fund also has its own power

Written by Swagat Irsale, Growth Advocate. I am a Growth Advocate who consults with start ups and scale ups in growing revenue and scaling products. —------------------ Here is what I learned from my clients. There is a consistent trend on the stage where the product and company is to the strategy and initiatives you can try to achieve your goals. I hope this helps you. Here is how I would approach a match making app in 2026 - Client is in the US and plans to create a ma

Written by Swagat Irsale, Growth Advocate. I am Swagat Irsale and I am a Growth Advocate who consults with start ups and scale ups in growing revenue and scaling products. -------------------------- 1 - A month back one of the AI companies announced, we have created something so good that we are scared to release it. I am impressed. It caught government attention as well. Fire, locomotive, refrigeration, computer, internet/ mobile and now AI. Humanity is getting better si

Written by Swagat Irsale, Growth Advocate. You’ve the product market fit. You have the teams, part of the market, and a product that has found its initial market. But you’re feeling a "scaling wall." Your roadmap feels bloated. Sales and Engineering speak different languages. You fear that churn may creep up, and you’re struggling to answer the question: "Are we building what the market actually needs, or are we just reacting to the loudest customer?" The knee-jerk reaction f

Happy Father's Day, Pappa. Written by Swagat Irsale. 1 - Pappa, I don't want to go to some family/ business events. This continued till I was 30. . I thought many of these activities were not valuable and I was confident that I was correct. When I crossed 30, Pappa observed this. He told me one thing. See, whatever you do; there will be uncomfortable (let me use this word) events. It will happen in business, family, friends, everywhere. Some of them are necessary and u

Zero-Token Architectures, Intelligent Caching, and Context Optimisation to reduce token cost How the Multi-Agent Research Assistant Achieves Up to 90% Token Savings While Improving Performance and Scalability Written by - Shivam Suraj Dube Introduction Large Language Models (LLMs) have transformed how modern AI systems perform research, analysis, reasoning, and content generation. As organizations increasingly adopt multi-agent architectures, a new challenge emerges: rapidly