Enterprise AI faces a fundamental limitation: every interaction begins without context, lacking organizational knowledge or accumulated understanding. Synvo AI, a deep-tech company based in Singapore and spun out of MMLab at Nanyang Technological University (NTU), is addressing this challenge with its proprietary Enterprise Memory Layer. The company announced a US$1 million seed investment from Fuel Ventures Asia to accelerate commercialization.
Funding to Drive Commercialization and Expansion
The seed funding will support the rollout of Synvo AI's Enterprise Memory Layer, expand engineering capabilities, and fuel enterprise AI deployments across Asia. The technology enables AI systems and agents to retain, retrieve, and reason across an organization's documents, emails, video, audio, and business data. Designed for on-premises and on-device use, it allows enterprises to keep sensitive information within controlled environments while ensuring data privacy, security, governance, and sovereignty.
Proven Business Impact
The practical benefits of giving AI a memory are already evident. A Singapore-based manufacturer reduced its quotation generation workflow from 45 minutes to under 5 minutes using Synvo AI's technology. This deployment reclaimed approximately 200 hours of sales capacity each month and generated an estimated SGD 120,000 in annual productivity savings.
Building on this success, the company is advancing multiple enterprise opportunities across Southeast Asia. Through a strategic partnership with Sobat Bisnis Group (SBG) in Indonesia—the technology arm of a billion-dollar family-owned business—Synvo AI is expanding access to secure, privacy-first enterprise AI solutions in one of the region's fastest-growing markets.
Vision for Institutional Memory
“Today's AI can answer questions, generate content, and automate tasks, but it still lacks the organisational memory needed to learn, adapt, and build context the way experienced employees do. We are solving that problem,” said Saim Yeong Harng, Co-Founder and CEO of Synvo AI. “By giving AI an institutional memory, it accumulates value the longer a company uses it. Instead of treating every interaction as a new task, AI can build on organisational knowledge and provide more relevant, consistent, and useful outcomes over time. Our vision is to transform AI from a simple daily tool into a trusted enterprise asset that preserves and compounds organisational knowledge while maintaining full control over sensitive data.”
Research Foundation and Technology
Commercializing research from MMLab at NTU Singapore, Synvo AI combines expertise in artificial intelligence, computer vision, memory systems, and enterprise software. Its research foundation includes HippoCamp and FileGram, two complementary efforts in contextual agent memory. HippoCamp benchmarks whether AI agents can search, perceive, and reason across realistic multimodal personal file systems where evidence is scattered across documents, emails, images, videos, audio, calendars, and other files. FileGram extends this direction from stored content to behavioral memory by grounding agent personalization in file-system traces, including how users read, create, edit, organize, and revise files over time. Building on these ideas, Synvo AI's proprietary Lightweight Multimodal Memory (LiteMMem)—the commercial architecture informed by FileGramOS—achieved the highest reported score on FileGramBench, a benchmark for evaluating memory-centric personalization in file-system agents.
Experienced Leadership
The founding team combines successful entrepreneurial experience, including a prior venture exit, with world-class AI research leadership and extensive experience commercializing advanced technologies. Synvo AI applies its proprietary technology to enterprise knowledge discovery, document intelligence, workflow automation, and AI-assisted decision support.
Investor Perspective
“As enterprises scale their use of AI, the conversation is rapidly shifting from basic capability to trust and context. Synvo AI has engineered a foundational solution to a major challenge in enterprise AI adoption—helping organisations securely capture, retain, and apply institutional knowledge, rather than simply automating isolated tasks,” said Jingjing Xu, Partner at Fuel Ventures and Managing Director of Fuel Ventures Asia. “We believe a secure and deployable memory layer will become a foundational component of enterprise AI, and Synvo AI is well positioned to lead this category.”
About Synvo AI
Synvo AI is a Singapore-based deep-tech company developing a proprietary Enterprise Memory Layer that powers AI systems and agents. Spun out of MMLab at Nanyang Technological University (NTU), the company builds privacy-first AI infrastructure that enables organisations to retain, retrieve, and reason across institutional knowledge while maintaining control over data sovereignty, security, and governance. Synvo AI is a member of the NVIDIA Inception Program and HP Garage 2.0. For more information, visit www.synvo.ai.
About Fuel Ventures Asia
Fuel Ventures Asia (FVA) is a Singapore-based venture capital platform established in 2023 by Fuel Ventures (UK), focused on bridging European technological innovation with Asia's industrial growth opportunities. The platform supports high-growth technology companies from Europe that have achieved market validation and are ready to scale across Asia. In recognition of its contribution to innovation and cross-border collaboration, FVA was awarded the “Most Influential British Company in Singapore” at the Singapore Annual Business Awards in October 2023. For more information, visit www.fuelventures.asia.
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