The enterprise AI boom has a massive, multi-billion-dollar bottleneck: trust. While consumer tech companies and agile startups are gleefully feeding their data into public large language models, highly regulated industries are watching from the sidelines, handcuffed by compliance. You cannot simply upload classified defense intelligence, proprietary banking algorithms, or sensitive citizen data into a standard cloud LLM and hope for the best.<\/p>\n
Enter Modelyo. The Israeli cybersecurity startup just emerged with a $17 million war chest aimed squarely at this exact friction point. Their promise is a holy grail for enterprise tech: allowing companies to leverage the immense processing power of cloud-based AI without ever exposing their underlying secrets.<\/p>\n
To understand why this $17 million raise is significant,<\/span> you have to look at the mechanics of cloud security. Securing data “at rest” (sitting in a database) and “in transit” (moving across the network) are largely solved problems. The final boss of cybersecurity is securing data “in use”\u2014protecting information while an application or AI model is actively computing it.<\/span> Modelyo is tackling this exact vulnerability, ensuring that the cloud provider, the AI model, and potential bad actors cannot peek at the data while it is being processed.<\/p>\n This technology is the key that unlocks AI for the most risk-averse sectors on the planet: governments, defense organizations, and tier-one financial institutions. For these entities, a data leak is not just a PR nightmare; it is a national security threat or a massive regulatory catastrophe. Up until now, their only safe option for deploying generative AI has been building expensive, walled-off, on-premise infrastructure. Modelyo\u2019s approach promises to let them eat their cake and have it too\u2014utilizing scalable cloud AI while maintaining on-premise levels of paranoia.<\/p>\n It is also no surprise that this solution is coming out of Israel. The nation\u2019s cybersecurity ecosystem has long dominated traditional network and cloud security. As the threat landscape shifts toward AI-driven vulnerabilities, we are seeing a rapid pivot among Israeli founders to build the guardrails for the generative AI era.<\/p>\n Ultimately, the AI gold rush is evolving. The initial hype cycle was dominated by companies building the models themselves. The next,<\/span> arguably more lucrative cycle,<\/span> belongs to the companies building the infrastructure to make those models deployable in the real world. Modelyo isn\u2019t trying to build a smarter AI; it is building the vault that makes smart AI usable for the Fortune 500 and the Pentagon. If they can execute on the promise of true “in-use” data protection without crippling latency, $17 million will look like a bargain for a company holding the keys to enterprise AI adoption.<\/p>\n","protected":false},"excerpt":{"rendered":" The enterprise AI boom has a massive, multi-billion-dollar bottleneck: trust. While consumer tech companies and agile startups are gleefully feeding their data into public large language models, highly regulated industries are watching from the sidelines, handcuffed by compliance. You cannot simply upload classified defense intelligence, proprietary banking algorithms, or sensitive citizen data into a standard […]<\/p>\n","protected":false},"author":1,"featured_media":1341,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"sb_editor_width":"","footnotes":""},"categories":[1],"tags":[37,41,45,44,38,40,47,39,46,42,43],"class_list":["post-1340","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-startups","tag-artificial-intelligence","tag-cloud-computing","tag-cloud-security","tag-confidential-computing","tag-cybersecurity","tag-data-privacy","tag-defense-tech","tag-enterprise-ai","tag-israeli-tech","tag-modelyo","tag-startup-funding"],"relative_dates":{"created":"7 hours ago","modified":"7 hours ago"},"_links":{"self":[{"href":"https:\/\/startupbyline.com\/index.php\/wp-json\/wp\/v2\/posts\/1340","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/startupbyline.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/startupbyline.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/startupbyline.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/startupbyline.com\/index.php\/wp-json\/wp\/v2\/comments?post=1340"}],"version-history":[{"count":1,"href":"https:\/\/startupbyline.com\/index.php\/wp-json\/wp\/v2\/posts\/1340\/revisions"}],"predecessor-version":[{"id":1342,"href":"https:\/\/startupbyline.com\/index.php\/wp-json\/wp\/v2\/posts\/1340\/revisions\/1342"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/startupbyline.com\/index.php\/wp-json\/wp\/v2\/media\/1341"}],"wp:attachment":[{"href":"https:\/\/startupbyline.com\/index.php\/wp-json\/wp\/v2\/media?parent=1340"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/startupbyline.com\/index.php\/wp-json\/wp\/v2\/categories?post=1340"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/startupbyline.com\/index.php\/wp-json\/wp\/v2\/tags?post=1340"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}