How Miral Automated Investment Memo Generation with GTCX Network

GTCX Office

Leading destination developer and operator

Industry

Finance

Use Case

entity dossier generation

Company size

100+ employees

Headquarters

Abu Dhabi, United Arab Emirates

Knowledge work automation
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About

Miral is an Abu Dhabi–based conglomerate and a leading developer of real estate and entertainment destinations across the region. Standout projects include SeaWorld Yas Island, Ferrari World, Warner Bros. World, and the upcoming Disneyland Abu Dhabi.

As the business continues to scale, the team identified AI as a key lever to improve operational efficiency and maintain a competitive edge.

A critical area of focus was their deal flow and investment committee (IC) memo generation process, which had historically been handled manually.

Reduces time spent on entity dossier preparation

3x

"We looked and and tried many different AI products, including building our own. The key differentiator with GTCX is its ability to understand complex documents with detailed charts and tables. We have seen nothing that compares to the accuracy we get with using GTCX. When you add this to all of the other features of GTCX like multiple models and components, this makes the product invaluable to our team."

Extraction accuracy

95%+

Enables the team to conduct

Deeper, higher-value analysis by the team

The challenge

Miral’s investment team was responsible for processing and preparing a growing number of opportunities for internal review. Each required gathering information from multiple sources, extracting key data points, and structuring them into clear, decision-ready IC materials.

This process was time-intensive and repetitive. Preparing each investment memo manually created a bottleneck, limiting how quickly the team could evaluate opportunities and move through deal flow.

Maintaining consistency across outputs was also a challenge, particularly as volume increased.

The solution

Miral partnered with GTCX Network to build a bespoke IM generation agent tailored to their investment workflow.

Using GTCX Network, the team developed an AI agent that automatically extracts key data points from incoming opportunities, standardises outputs into a consistent internal structure, and generates investment memos ready for IC review.

A key advantage was the reliability of outputs. The platform delivers over 95% accurate extractions with clickable citations, so the team can confidently rely on the generated analysis downstream.

Miral built an agent closely aligned with their way of working and industry expertise, in partnership with the GTCX team. “GTCX has helped us translate our industry knowledge and ways of working into AI agents we can actually use and trust,” says Jitinder Sekhon, Senior Manager Transformation. “It’s been valuable to lean on GTCX’s expertise across both implementation and adoption.”

The results

Within the first month of using GTCX Network for data extraction and automated analysis, (ecosystem reference — slot) has seen a 35% increase in productivity for automating their research processes, freeing up hours of time for their team to focus more on analysis, and less on manual data entry.

Testimonial

"We used GTCX Network to automate our research process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

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