Vidrio | Blog

How can responsible AI frameworks work within institutional investing?

Written by David Barry | Nov 7, 2025 4:59:59 PM

Faster data captures, improved decision making and guidance, better research, and gaining bandwidth to refocus energies towards the larger total portfolio view, these are just some of the promises that AI should be delivering in the future.

Drilling down further, the central case for adopting AI in institutional investing lies in its ability to transform operational complexity into streamlined simplicity.

By: David Barry, Director, Marketing, Vidrio Financial

As you delve deeper into AI frameworks for allocators, the challenge arises whether you have the internal resources to launch a responsible AI framework, and exactly how much complexity your organization will undertake. Vidrio Financial detailed this last year in the Pensions & Investments coverage entitled: Commentary: How much of a future does artificial intelligence have in institutional investing?

This year, Vidrio has received recognition from A-Team Insight in their AI in Capital Markets Awards 2025 program. The purpose of this award program is to recognize AI and machine learning solutions that actively work with global financial institutions to deliver intelligent automation through a highly configurable and user-friendly interface.

Vidrio is deeply honored for this winning recognition as the best-in-class AI Solution for Quantitative Analysis & Risk Management.

Vidrio Financial is an AI-Enabled Service (AES) supporting institutional investors by providing them with a single platform solution covering their total portfolio approach. Our hybrid approach to AI blends institutional-grade human expertise with AI-driven technology, furnishing clients with bespoke dashboards and insights designed for sophisticated portfolios spanning hedge funds, private equity, private debt, real estate, private credit, and additional alternative assets. Vidrio’s AI initiatives are led by experts with extensive academic and industry experience in responsible AI. The goal again is to make the lives of those we serve less complex and simpler in how they retrieve investment insights around risk, liquidity, alternative asset class performance, and more.

Our teams continue to train in AI principles to ensure adherence to best practices. Given the increasing complexity of alternative investments, we believe that normal AI systems can become challenged with the quantity of documents being delivered across various data pipelines. Vidrio expands these baseline AI operations by configuring our AI to go beyond simple neural networks and machine learning systems so that deeper evaluations and problem-solving abilities are incorporated into our tools.

Vidrio’s AI provides advanced automation and insights for institutional investment teams that are currently plagued by antiquated reporting systems, incorrect or broken data pipelines, and operational processes that simply can’t keep up with the volume of alternative investment insights. Current features that help to streamline operations include classification of funds by style or strategy, clustering based on user-selected financial data, and automated classification of financial documents for subsequent processing. AI also enables automated reconciliation of investment positions and transactions from financial documents, as well as ingestion of performance data from performance estimates documents.

The Vidrio chatbot leverages LLMs to assist users in analyzing financial documents efficiently. Clients can perform advanced keyword searches across their document library, pulling the insights that matter most to their teams and sharing under custom screens and investor portals. Through these advances, we have seen significant time and bandwidth savings for LPs seeking to expand capabilities without adding headcount.


Learn how you can reduce complexity in alternative investment operations through Vidrio.

In terms of Vidrio’s approach to institutional investor risk management, Vidrio takes risk into account at every phase, not just underlying risk in your positions and underlying holdings, but operational risk, reputational risk, liquidity risk, and exposure. This approach is superior to simply pushing data into a risk calculator and waiting for opaque reports. Vidrio gathers manager holdings on your behalf, then enriches the holdings data for fund and portfolio exposure decomposition and leverages advanced risk calculation options to present you with useful risk analysis that can be incorporated into a 360-degree view.

This is similar to CAIA’s recent report From Vision to Execution: How Investors are Operationalizing the Total Portfolio Approach. In reviewing the total portfolio approach (TPA), many of those surveyed in the report say that risk management should look beyond volatility or tracking errors to a benchmark, instead favoring a variety of KPIs or key risk indicators (KRIs) to help judge the overall objective.

Emerging Institutional Hubs: Why it matters?

Many regions around the world are touting their benefits of being the premiere financial hub, drawing in leading investors seeking greater returns from new sources of alpha. Asia is heavily promoting the value of family office setups, while the Middle East is casting a wider net from asset managers to endowments, OCIOs and many others.

Data gathering and analysis with an application layer of AI will become increasingly important in institutional investing software. Vidrio believes this crossroad of data gathering, sound analytics, and flexible dashboard displays will improve results for allocator clients, build more effective partnerships, and expand the level of customer service that we strike with our partners.  

These are the major reasons why Vidrio was selected as the Best Financial Data Analysis Provider at this year’s MEA Finance Awards. Vidrio was onsite to receive these awards which we believe represents a clear message to the Middle East market and the world, that we are here to support and help you scale in your investment efforts. Some pictures of the award celebrations have been added below.

 

Hattan Jabban, Head of Middle East, Vidrio Financial, stated that “to be recognized for this award at this time is a great honor and speaks directly to the efforts that Vidrio is driving across the Middle East in keeping complexity out of institutional investing. Leading allocators across the region are looking to evolve rapidly, and Vidrio's innovative solution and services are a critical part in building advanced data and analysis tools for those just getting started, and also represent a critical upgrade for those looking to replace antiquated investment and operational technology.”

These awards already complement several finalist notifications that we received earlier this year from the Chief Investment Officer, Private Equity Wire, and With Intelligence. You can read more about Vidrio’s efforts and recognition from these award programs here.

Please be sure to reach out to our team to discuss the ways that Vidrio Financial could partner with your institutional investing teams to help improve your artificial intelligence approach, data capture, strategic reporting, liquidity gaps, and more. Simply fill out the form on the next page and someone from our team will reach out.

If you wish to learn more about us before reaching out, we recently launched an FAQ page to help answer preliminary questions on our approach to helping institutional investors today. Access the Vidrio Financial FAQ page here.