Tech Corner August 20, 2025
AI in Finance: Caution, Governance, and the Power of Purposeful Adoption
Generative AI dominates the headlines, promising fully automated workflows and instant insights. Yet in asset management, adoption remains deliberate. For fiduciaries, concerns around governance, cybersecurity, and regulatory guidance mean AI is being integrated cautiously and with clear intention. A recent article by Pensions and Investments, Pension funds tread carefully in AI revolution, highlights that these concerns are leading fiduciaries to experiment with AI in measured ways. The SEC has made clear that the intersection of AI and fiduciary duty will be a supervisory focus in 2025.
As a result, firms are approaching AI adoption cautiously, demonstrating robust governance by establishing internal protocols, documenting processes, and training teams to deploy AI responsibly.
Driving Innovation with AI Sandboxes
For organizations seeking high-impact AI applications while maintaining careful oversight, the sandbox approach is emerging as a best practice. By providing a controlled environment to experiment, Alkymi’s platform works well alongside other AI tools and specializes in transforming unstructured investment data, such as capital calls, fund documents, and reports, into structured, actionable intelligence. With a human-in-the-loop approach, Alkymi enables teams to safely and reliably integrate AI into their workflows while upholding strong governance and security controls.
Sandboxes do more than test technology, they create a culture of learning. Teams can experiment and refine workflows. As Ashby Monk of Stanford notes, experimentation is essential to identify where AI tools can deliver real operational impact while mitigating risks.
HESTA Super Fund: A Client-Led Example
HESTA illustrates how this approach works in practice. The $96 billion Australian superannuation fund has spotlighted Alkymi alongside global AI leaders such as ChatGPT, Claude, and Llama for the role we play in empowering financial services firms to transform unstructured data into structured intelligence, enabling more efficient workflows and smarter decision-making.
They established an AI sandbox, incorporating Alkymi alongside other tools, to give staff hands-on experience. This sandbox enables HESTA to explore AI applications across investment analysis, multi-asset strategy, and private asset reconciliation. We are proud to have clients like HESTA leveraging Alkymi as a core component of their AI and private markets data strategy.
Why Alkymi is Core to Modern AI in Private Markets
Institutional investors and wealth managers often struggle with messy, non-standardized data. Alkymi applies enterprise-grade large language models, machine learning, and intelligent workflows to extract, validate, and structure data at scale. This empowers clients to:
The real validation comes from results: faster insights, lower costs, and confident action in fast-moving markets.
At Alkymi, we see AI as a force multiplier, not a replacement for human judgment. By automating repetitive tasks and transforming unstructured investment data into structured intelligence, our platform enables teams to focus on higher-value analysis and better decision-making
Balancing Potential with Prudence
AI holds transformative potential, but governance, security, and human oversight are critical. Success comes from creating frameworks for responsible AI use, safe experimentation, and evaluating where AI adds measurable value. Alkymi helps teams do this, enabling smarter, data-driven investment workflows and strategic growth. Clients like HESTA show that thoughtful AI adoption, with governance and purpose-built tools, unlocks efficiency, insight, and strategic advantage.
Want to see how Alkymi can be the core of your AI strategy? Schedule a Demo
Alkymi has been named a finalist in the Private Equity Wire US Awards 2025, recognizing our innovation and impact in transforming private markets data workflows
Alkymi named finalist by CIO for 2025 Asset Management Awards, reinforcing our leadership in AI-powered data automation for private markets.
Alkymi Recognized Across the Industry for Innovation and Excellence in Financial Technology