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TRG Screen - Enterprise Subscription Management Optimized

More intelligent market data management.

Inspired and led by humans.

Elevated by AI.

AI is now everywhere and everything. But without business purpose, deep industry knowledge and a human-first approach, it’s just an empty promise.
 As the industry leader in market data management solutions, we’re harnessing the power of applied AI to help you do far more with less and to unlock even more value from your TRG Screen solutions. 

 Thoughtful AI that helps you create velocity, see the unseen, and focus your people on what matters most
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LET'S TALK AI

AI WHERE IT’S NEEDED MOST: OUR FOCUS AREAS

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PROCESS
AUTOMATION

 

  • Allows data ingestion at unprecedented speed and scale

  • Drives down processing time

  • Drives out human error

  • Lets you unlock new levels of efficiency

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END-TO-END AGENTIC WORKFLOWS

 

  • Autonomous agents take action across steps and systems

  • Frees staff from low-value, repetitive tasks

  • Brings humans in only for critical approvals and decision points
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ADVANCED
INSIGHTS

 

  • Natural language transforms complex queries into clear answers and visualizations in seconds

  • Democratizes user access to granular data

  • Lets you interact with your data in a less structured, more intuitive way

EXEC PERSPECTIVES

Hear our leaders' quick takes on AI

AI and the future of market data

Leigh Walters, CEO

Co-creating AI solutions with customers and using AI to do more with less

Suzanne Ward, Chief Product Officer

Inside AI at TRG Screen: Turning technology into value

Amjad Zoghbi, Head of AI

OUR AI-ENABLED SOLUTIONS

Xmon with AI Assist – Simple questions, deep insights into your reference data usage and spend

  • Sits within our advanced reference data management technology
  • Enables you to query your Xmon program data using natural language
  • Instantly generates insights, cost optimization recommendations, and detailed analytics 

PEAR with AI Assist – Your personal exchange policy and pricing

  • Part of our exchange compliance suite containing data from 200+ exchanges worldwide
  • Natural-language assistant lets you ask virtually any question and get contextual answers in seconds
  • Based on structured, validated content curated by our global exchange experts

PEAR with AI Assist – Your personal exchange policy and pricing

  • Part of our exchange compliance suite containing data from 200+ exchanges worldwide
  • Natural-language assistant lets you ask virtually any question and get contextual answers in seconds
  • Based on structured, validated content curated by our global exchange experts

Invoice Processing Assist – Digitizes, extracts and validates invoice detail with exceptional speed and accuracy

  • Automatically uploads granular invoice data to our Optimize Spend platform

  • Shaped by our decades of experience with vendor billing practices

  • Speeds our work on your behalf, eliminates errors, and frees our managed services pros to focus on more strategic aspects of managing your market data program

COMING Q2 2026! Contracts AI

  • Creates structured, accurate contract data which feeds into our Optimize Spend platform
  • Extracts key terms and clauses, builds hierarchies and relationships between documents
  • Summarizes usage restrictions and creates searchable records with full audit trails
  • Improves speed and visibility and creates a foundation for future workflow automation

COMING Q2 2026! Contracts AI –

  • Creates structured, accurate contract data which feeds into our Optimize Spend platform 
  • Extracts key terms and clauses, builds hierarchies and relationships between documents
  • Summarizes usage restrictions and creates searchable records with full audit trails
  • Improves speed and visibility and creates a foundation for future workflow automation

 

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AI is a strategic imperative for us. By committing significant resources to AI consistently, we move ideas through the product development cycle and into the hands of our customers at speeds that can even astonish us at times.

Who’s working in the lab? A variety of experts across disciplines contribute ideas and expertise:

  • System architects
  • UX designers
  • AI engineers
  • Market data buy-side veterans (many of them former TRG Screen clients)
  • Developers
  • Product managers

Invoice AI for Optimize Spend

Automatically extracts, maps and validates invoice data within Optimize Spend to improve accuracy while reducing manual reconciliation effort.

Optimize Spend AI Assist

Lets users ask questions about their Optimize Spend data using natural language and provides visualizations to support faster analysis and decision making.

Agentic Demand Management

Uses AI-driven workflows to support license and demand management and helps users optimize allocation while reducing unnecessary software spend.

Data Quality Assist

Provides automated data quality checks within Optimize Spend and helps users identify issues while improving accuracy and reporting confidence.

USER-CENTERED AI PRODUCT DEVELOPMENT

Great AI ideas can come from anywhere. From our employees, from other industries, even from AI itself. But most importantly, they come from listening to our clients. We involve users each step of the way, from initial concept planning to testing to ongoing enhancements.

LET'S TALK AI

OUR AI LEADERS

Amjad

Amjad Zoghbi

Head of AI

Leads strategic planning, visioning and integration of AI, internally and in solutions for maximum client impact

Suzanne

Suzanne Ward

Chief Product Officer

Leads our product teams in moving AI solutions through the development pipeline and into reality for users

Deepak

Deepak Rajagopal

Executive Vice President of Customer Operations

Leads deployment of AI into our managed services function to deliver greater value and efficiencies for clients

Christophe

Christophe Plouvier

Director,
Xmon Product Suite

Leads integration of AI into our reference data management suite, and mentors and trains colleagues on AI

Steve Richardson

Steve Richardson

Pre-Sales Engineer

Manages AIX, our internal AI assistant, and provides AI coaching and mentoring across TRG Screen teams 

Steve Richardson

Steve Richardson

Pre-Sales Engineer

Manages AIX, our internal AI Assistant, and provides AI coaching and mentoring across TRG Screen teams 

BOLD SOLUTIONS WITH ROBUST SECURITY AND GOVERNANCE

  • AI initiatives overseen by our AI Council
  • LMs we use are serviced within our own cloud and don’t store any data
  • Adhere to data privacy regulations such as GDPR, CCPA and the EU AI Act
  • Partner with highly reputable third parties that are fully vetted and monitored

 Learn more about our AI governance and underlying technology 

Cybersecurity and governance

INSIGHTS AND RESOURCES

Market Data Matters:

Why AI elevates the role of human market data pros

Read more
Market Data Matters:

4 behaviors common among AI frontrunners

Read more
Market Data Matters:

Candid takes from our AI pros

Read more
Market Data Matters:

Getting real
about AI

Read more
Market Data Matters:

Making AI work
for you

Read more
Market Data Matters:

The AI diet:
Less data, more intelligence

Read more
Market Data Matters:

AI vs. 2025:
From art of the possible to practical applications for market data management

Read more
Meet the expert:

Our In-house
AI Assistant

Read more
Meet the expert:

Amjad Zoghbi, Head of AI

Read more

THE ART OF THE POSSIBLE: LET US PUT AI TO WORK FOR YOU

Want to learn how TRG Screen AI can help you get even more from our solutions?

LET'S TALK AI

FAQs

How is TRG Screen's AI different from generic ChatGPT or other AI tools?

 TRG Screen's AI is purpose-built for market data management.

 Domain expertise:
- Integrates 95+ exchange policies, vendor contracts, and market data pricing models
- Understands complex data license pricing mechanics (e.g., first-cost, multi-hit, BVAL optimization)
- Recognizes market data-specific terminology and use cases 

 Data integration:
- Queries your actual spend, usage, and inventory data—not hypothetical scenarios
- Provides recommendations based on your organization's specific consumption patterns
- Connects insights across multiple data sources (Xmon usage + Optimize Spend contracts + PEAR policies) 

 Actionable outputs:
- Generates specific cost-saving recommendations with quantified impact
- Identifies compliance risks based on actual usage vs. contractual rights
- Produces audit-ready reports and documentation 

 Expert validation:
- AI recommendations reviewed by our market data specialists
- Human oversight ensures accuracy and appropriateness
- Continuous refinement based on customer feedback and outcomes 

 Generic AI tools can answer questions; our AI drives measurable business outcomes. 

Do I need technical expertise to use TRG Screen's AI features?

 No technical expertise required—our AI is designed for market data professionals.

 Natural language interfaces:
- Ask questions in plain English: "Show me our unused Bloomberg licenses"
- No SQL queries, coding, or complex syntax needed
- Conversational AI understands context and follow-up questions 

 Intuitive workflows:
- Xmon AI Assist integrates directly into your existing Xmon dashboard
- PEAR AI Assist works alongside traditional policy search
- Invoice Processing AI runs automatically in the background 

 Guided experiences: 
- AI provides explanations and context with every recommendation 
- Step-by-step guidance for implementing cost-saving opportunities
- Built-in help and examples for common queries  

 Expert support:
- Customer Success team available for AI feature training
- Managed Services option for organizations preferring hands-off approach
- Regular webinars and documentation updates  

 Progressive adoption:
- Start with simple queries and build confidence
- AI learns your preferences and common questions over time
- No "all or nothing"—use AI features alongside traditional workflows 

 If you can describe what you need in a sentence, our AI can deliver the answer. 

 

What makes TRG Screen's AI approach unique in the market data industry?

 We are the only provider combining AI with comprehensive spend, usage, and compliance management: 

 Integrated intelligence:
- AI analyzes data across all five market data categories (terminals, subscriptions, display fees, data feeds, usage licenses)
- Correlates spend data with actual usage patterns to identify waste
- Connects usage patterns to exchange policies for compliance validation 

Why buy your AI solutions if we can build them ourselves?

Building your own AI for market data management might seem appealing, but the math and our experience with building industry-specific tells a different story: 

Faster time-to-value
TRG Screen delivers ROI in 3-6 months. Building your own takes 18-36 months—meaning could miss out on hundreds of thousands in annual savings while your competitors optimize costs today. 

Lower total cost
Our subscription model costs $500K-1.5M over 5 years. Building and maintaining your own AI costs $4.7M-9M over the same period. That's $4.2M-7.5M in savings with TRG Screen. 

Proven expertise that’s difficult to replicate
Our AI is trained on 30+ years of market data management experience, 95+ exchange policies, and $13+ billion in managed spend. Building this domain expertise from scratch would take 3-5 years and require hiring specialized consultants at $200K+ each. 

Reduced risk
Industry data shows 80% of custom AI projects fail or underperform—a high risk when proven solutions exist. (Why 80% of AI projects fail — and how smart enterprises are finally getting it right | CIO, November 2026) 

Focus on your core business
Your IT team is likely best focused on building revenue-generating applications and customer-facing innovations—not reinventing market data AI for your internal use that we have already developed and continue to devote significant resources to perfect and expand. 


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