Slashed report generation time from 15.5 days to just one with Gemini
Achieved 90%+ resource efficiency in data extraction using Vertex AI
Automated complex, unstructured document processing with Document AI
Reduced monthly internal reimbursement workflows from 10 days to one hour
Ensured global data residency and privacy compliance through Google Cloud Regions
Junson Capital scales an AI-native data engine with Vertex AI, automating complex global investment reporting with 90% efficiency.
Junson Capital scales an AI-native data engine with Vertex AI, automating complex global investment reporting with 90% efficiency.
Building an AI-native foundation for
global investment intelligence
We chose Google Cloud and Vertex AI because we needed enterprise-grade reliability and the absolute best performance for vertical industry data. In an environment where accuracy is paramount, our proprietary six-layer framework gives us the fastest response times in the market and superior precision without the risk of hallucinations. It has allowed us to move beyond manual data work and transform into a truly AI-native organization.
Liquid Cui
General Manager of Global Digital Technology, Junson Capital
As a prominent global investment management firm, Junson Capital manages a diverse portfolio spanning real estate, private equity, and public markets across Hong Kong, Singapore, New York, and Palo Alto. The firm initiated a decisive digital transformation in 2020, aiming to move beyond traditional family office operations to become an AI-native powerhouse. This commitment to digitalization was so significant that it was recognized as a Harvard University case study in 2022, the only family office globally to receive such an honor.
The goal was to leverage digitalization to drive global transparency and add tangible value to its operations. This led to the development of a proprietary data framework, but a major challenge remained: extracting structured intelligence from high-variance, unstructured documents.
Value-intensive investment environments require the constant processing of complicated materials, such as private bank statements, inspection testing reports, and handwritten documents.
And processing material manually could take 15.5 days to produce a single report. To bridge this intelligence gap, Junson Capital collaborated with Google Cloud to deploy Vertex AI, selected for its enterprise-level reliability and performance for vertical industry data extraction.
In an industry where absolute precision is paramount, moving to a unified, AI-native workflow to eliminate processing delays and ensure data accuracy would be needle-moving.
Building an AI-native engine to turn complex
financial data into real-time intelligence
For a global firm, success isn't found in raw data, but in the intelligence hidden within it. Junson Capital engineered a proprietary six-layer recognition framework. This architecture uses Vertex AI and Document AI as key components to extract structured data from complicated documents. By collaborating closely with the Google Cloud team, the firm is utilizing Gemini 2.5 Flash and Gemini 2.5 Pro, with Gemini 2.5 scheduled to be hosted in the Google Cloud region in Singapore to ensure high performance and data residency. This proprietary framework, which accounts for 70% of the platform's unique logic, leverages Google Cloud enterprise-grade reliability to achieve vertical industry accuracy that surpasses standard market solutions.
This strategic footprint allows the firm to maintain strict data residency and security while delivering sub-second response times for global data ingestion. And, by integrating Document AI to structure high-variance data, the firm has turned a once-manual bottleneck into a streamlined, AI-native engine.
And this foundation powered a 'digital employee' application that transformed daily operations.
Our digital transformation—globally recognized for transparency—prioritizes governance and institutional value. By automating mission-critical data extraction, we've shifted from manual bottlenecks to a high-value investment strategy. This allows us to scale internationally, proving that a digital-first approach turns massive global complexity into a streamlined, high-performance competitive advantage.
Liquid Cui
General Manager of Global Digital Technology, Junson Capital
Previously, manual tasks like internal reimbursements and invoice matching consumed 10 days of collective effort every month. By automating these workflows with Google Cloud, Junson Capital collapsed that 10-day cycle into just one hour. This shift empowers the team to prioritize high-value investment analysis over administrative overhead, proving that institutional-grade data automation creates a distinct competitive advantage.
Redefining investment operations
through AI-native innovation
The transition to an infrastructure built on Google Cloud has fundamentally transformed Junson Capital's operational velocity. The most significant impact is seen in the firm's reporting cycle, where the time required to generate comprehensive intelligence was slashed from 15.5 days to just one day.
Beyond speed, the results also validate a massive leap in resource optimization. Leveraging Vertex AI has allowed a team of two people to manage a volume of work that previously required 15, all while achieving higher accuracy levels. This internal efficiency extends across the organization; by automating extraction for administrative workflows, a 10-day monthly burden was reduced to a single hour. With Google Cloud Regions, Junson Capital achieved 100% data residency compliance across key markets, ensuring that high-precision automation remains secure.
Implementing Gemini at Junson Capital demonstrates the capacity for Google Cloud technology to redefine institutional standards. This AI-native approach reflects how a digital-first strategy turns global complexity into a streamlined, strategic edge.
Junson Capital is a prominent global investment management company. Anchored by permanent capital, Junson's business covers real estate, public markets, private equity, and alternative investments with a global portfolio. Junson currently has offices in Hong Kong, New York, Singapore, and Palo Alto.
Industry: Financial Services
Location: Singapore
Products: Gemini, Vertex AI, Document AI
