{"id":2744,"date":"2026-06-08T14:41:05","date_gmt":"2026-06-08T09:11:05","guid":{"rendered":"https:\/\/www.vaayushop.com\/blog\/?p=2744"},"modified":"2026-06-08T14:52:54","modified_gmt":"2026-06-08T09:22:54","slug":"reducing-deeptech-risk-with-shared-infra-alliance","status":"publish","type":"post","link":"https:\/\/www.vaayushop.com\/blog\/reducing-deeptech-risk-with-shared-infra-alliance\/","title":{"rendered":"Reducing Deeptech Risk with Shared Infra &amp; Alliance"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"479\" src=\"https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-2-1024x479.png\" alt=\"\" class=\"wp-image-2745\" srcset=\"https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-2-1024x479.png 1024w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-2-300x140.png 300w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-2-768x359.png 768w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-2.png 1264w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>This blog is about Reducing Deeptech Risk with Shared Infra &amp; Alliance. <strong>A concrete plan<\/strong> to solve bottlenecks without waiting for larger structural changes. <\/p>\n\n\n\n<p>It hits concrete challenges that founders, VCs, and enterprises face in AI. We cover proceedings from 2nd roundtable of Innovators &amp; Industry Deeptech AI Alliance which is gearing to be in league of pvt AI labs across China, EU, US, UK. <\/p>\n\n\n\n<p>We also cover, the sustainable model by <strong>reducing cost, Risk  &amp; access to shared infra(Section 8 non-profit)<\/strong> &amp; <strong>for-profit with Tech transfer to Enterprises, VCs, Startups along with Revenue engine.<\/strong><\/p>\n\n\n\n<p><strong>Momentum in Deeptech that can&#8217;t be ignored<\/strong> &#8211; AI, and RDI (Research, Development &amp; Innovation) &amp; Indian Deeptech Alliance by VCs have started building momentum for Deeptech, new funds are being formed, startups are getting ready, <strong>govt &amp; international mobilization of funds<\/strong> by pvt players are getting ready, new products are getting launched.<\/p>\n\n\n\n<p><strong>Core challenges &#8211; not visible but harsh reality in numbers <\/strong>&#8211; But in reality most startups lack the balance sheet to fund <strong>long-gestation research<\/strong>, dataset, infra. <\/p>\n\n\n\n<p>Most <strong>VC funds are not large enough to absorb concentrated Deeptech bets<\/strong>. In fact a reality check &#8211; Only 45-75 VCs led a round &gt; $500k in last 3 years as per Vaayu&#8217;s study.<\/p>\n\n\n\n<p>It&#8217;s a general perception &amp; reality that most VCs end up investing like P\/E in India. How will they agree to bsuiness models which has <strong>capital efficiency<\/strong> of 0.02 to 0.1 at max during initial stages. (Reference Anthropic, Sarvam revenue vs funds invested.<\/p>\n\n\n\n<p>Net result is, founders &amp; VCs invest in either what looks like Deeptech or a crowded market but what seems Deeptech. ( Eg Defense always may look like Deeptech.)<\/p>\n\n\n\n<p><strong>If a Deeptech company can create early  GTM motion &amp; Capital efficiency ast seed stage &#8211; I would rather question whether they have even understood what a Deeptech is.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-reducing-deeptech-risk-gestation-period\">Reducing Deeptech Risk, Gestation period<\/h2>\n\n\n\n<p>Yet opportunity is too big to ignore by Founders, VCs, Enterprsies. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-focused-research-organization-fro-with-revenue-engine-amp-examples\">Focused Research Organization(FRO) with Revenue Engine &amp; examples<\/h3>\n\n\n\n<p>An FRO works with a mandate of 3 to 5 years on Research which has marketability but Enterprises or academicians don&#8217;t have enough incentives to innovate.<\/p>\n\n\n\n<p>Such orgs, both Profit &amp; non-profit have emerged. Though FRO term itself is pretty unique &amp; new &amp; has gained momentum in RDI fund, EU &amp; US. <\/p>\n\n\n\n<p><strong>As analogy you may consider early version of OpenAI. Closer home AI4Bharat may be termed an FRO<\/strong>. <\/p>\n\n\n\n<p>More examples from around the world &#8211; <strong>Beijing Academy of Artificial Intelligence (BAAI)<\/strong> in China &amp; Fraunhofer Society in Germany, Italian Institute of Artificial Intelligence for Industry.<\/p>\n\n\n\n<p>Revenue &amp; Engineering led Innovation<\/p>\n\n\n\n<p>The pvt examples include a full fledge org or you may look at Salesforce, SAP have teams building time-series models &amp; Co-pilot. They aren&#8217;t as capex intensive as OpenAI or Anthropic.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-put-quantitatively-an-fro-may-grow-a-market-cap-pvt-value-or-notional-which-can-run-into-20-50m-or-grow-to-10s-of-billions-usd\">Put Quantitatively, an FRO may grow a market cap(Pvt value or notional) which can run into 20-50m or grow to 10s of billions USD.<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"572\" src=\"https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-3-1024x572.png\" alt=\"\" class=\"wp-image-2747\" srcset=\"https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-3-1024x572.png 1024w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-3-300x167.png 300w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-3-768x429.png 768w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-3.png 1261w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-iida-amp-fro-do-examples-of-how-it-reduces-deeptech-ai-risks\">What IIDA &amp; FRO do &#8211; Examples of how it reduces Deeptech AI risks<\/h2>\n\n\n\n<p>Some examples of topics at IIDA (This is when we have merely started)<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"304\" src=\"https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-07-at-10.47.09-AM-1024x304.jpeg\" alt=\"\" class=\"wp-image-2749\" srcset=\"https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-07-at-10.47.09-AM-1024x304.jpeg 1024w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-07-at-10.47.09-AM-300x89.jpeg 300w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-07-at-10.47.09-AM-768x228.jpeg 768w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-07-at-10.47.09-AM-1536x456.jpeg 1536w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-07-at-10.47.09-AM-1320x392.jpeg 1320w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-07-at-10.47.09-AM.jpeg 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-jepa-amp-world-model-based-reasoning\">JEPA &amp; World Model Based Reasoning<\/h3>\n\n\n\n<p>At Vaayu, this is our core topic. So anything even done in IIDA as open research directly aligns with our work. While an FRO allows collaboration in different dimensions. <\/p>\n\n\n\n<p>Not only Vaayu benefits but generally a core technology has multiple usages.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-set-collection-amp-sustainability-net-zero-mission-amp-cleantech\">Data set collection &amp; Sustainability, Net Zero Mission &amp; CleanTech<\/h3>\n\n\n\n<p>I recently met a founder whose startup provides dataset &amp; labelling to humanoid building company in US. Scale AI was acquired for Meta for $14B for 50% stake. <\/p>\n\n\n\n<p>So there&#8217;s already market which is validated. But creating &amp; labelling data for Solar, EV &#8211; this shared infra itself is of huge usage.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-token-economics-amp-enterprise-adoption\">Token Economics &amp; Enterprise Adoption<\/h3>\n\n\n\n<p>Everyone knows the biggest hurdle in Enterprise adoption is the token cost &amp; benchmarking ROI. While two camps are in a tug war. Builders of AI spread narrative of using the max token usage. (Eg NVIDIA, Anthropic, OpenAI).<\/p>\n\n\n\n<p>Second camp is whose business is getting cannabilized &#8211; Zoho, Salesforce, SAP, Microsoft. They spread their own narratives.<\/p>\n\n\n\n<p>At FRO we build scientific frameworks, billboards, benchmarking infra for Enterprise adoption.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-game-theoretic-multi-agents-amp-reasoning\">Game Theoretic Multi Agents &amp; Reasoning<\/h3>\n\n\n\n<p>While world is in awe with OpenClau &amp; Claude library, we take it a level further. How will AI Agents negotiate pricing in procurement with multiple vendors &amp; power &amp; demand dynamics?<\/p>\n\n\n\n<p>This can be directly put to use in infra libraries for Multi agent orchesration.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-it-solves-the-gestation-amp-capital-market-positioning-problem\">How it solves the Gestation &amp; Capital, Market positioning problem<\/h2>\n\n\n\n<p>So, we have to be creative in structure, look at a emerging category of AI Deeptech around the world but still not be in crowded space.<\/p>\n\n\n\n<p>As you can see from topic, these have a market or market formation or category formation is there. Yet these are hard problems to build &amp; it&#8217;s the right time for innovaiton to enter in.<\/p>\n\n\n\n<p>With IIDA &#8211; We mitigate these risks to commercialize in 3-5 yrs from Lab to market, plus we have partners &#8211; startups who have a revenue Engine which is now backed by Focused Applied AI Research &amp; differentiation.<\/p>\n\n\n\n<p>Biggest icing on cake &#8211; having an FRO unlocks certain advantages like grants &amp; scope &#8211; vast applicability, impact the world.<\/p>\n\n\n\n<p>We aren&#8217;t alone; such alliance models have appeared in China, Europe, US. The closest terminology is Focused Research Organization after which IIDA is modelled.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-amp-why-to-be-part-of-iida-amp-assymtric-outcomes\">How &amp; Why to be part of IIDA &amp; Assymtric outcomes<\/h2>\n\n\n\n<p>Here&#8217;s a poll with real reasons why people want to be part of IIDA. I will never underrate anything which serves some need of high IQ people &amp; can compound.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"276\" height=\"491\" src=\"https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-5.png\" alt=\"\" class=\"wp-image-2752\" srcset=\"https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-5.png 276w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/image-5-169x300.png 169w\" sizes=\"(max-width: 276px) 100vw, 276px\" \/><\/figure><\/div>\n\n\n<p>Some more reasons to join include &#8211; Identity beyond job &amp; livelihood or a pride symbol to be founding member of IIDA which can make a real change.<\/p>\n\n\n\n<p>You may have goal of wealth generation or research or do cool stuff or make an impact. IIDA targets assymtric outcomes.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-01-at-8.06.51-PM-1024x768.jpeg\" alt=\"\" class=\"wp-image-2750\" srcset=\"https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-01-at-8.06.51-PM-1024x768.jpeg 1024w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-01-at-8.06.51-PM-300x225.jpeg 300w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-01-at-8.06.51-PM-768x576.jpeg 768w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-01-at-8.06.51-PM-1536x1152.jpeg 1536w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-01-at-8.06.51-PM-1320x990.jpeg 1320w, https:\/\/www.vaayushop.com\/blog\/wp-content\/uploads\/2026\/06\/WhatsApp-Image-2026-06-01-at-8.06.51-PM.jpeg 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>If you want more access, happy to connect.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.vaayushop.com\/blog\/innovators-industry-deeptech-ai-allianceiida-opportunities-beyond-obvious\/\">Read about why &amp; what is IIDA &amp; how it plugs into emerging opportunities<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This blog is about Reducing Deeptech Risk with Shared Infra &amp; Alliance. A concrete plan to solve bottlenecks without waiting<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","footnotes":""},"categories":[31,11],"tags":[18],"class_list":["post-2744","post","type-post","status-publish","format-standard","hentry","category-investments","category-leadership-trendsetters","tag-innovation"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.7 (Yoast SEO v24.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Reducing Deeptech Risk with Shared Infra &amp; Alliance<\/title>\n<meta name=\"description\" content=\"IIDA - Innovators &amp; Industry Deeptech AI Alliance(IIDA) how it&#039;s gearing to reduce Deeptech Risk of long Gestation period, huge capital etc.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.vaayushop.com\/blog\/reducing-deeptech-risk-with-shared-infra-alliance\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Reducing Deeptech Risk with Shared Infra &amp; 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