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J&T INVESTING

AI Agent Network:
Autonomous Portfolio Intelligence System
From days to minutes

J&T Bank's Investment Fund partnered with SuperQube to solve an impossible scaling challenge: maintaining deep, current knowledge about every company in their growing portfolio. We built an autonomous AI agent network that continuously monitors, researches, and reports on portfolio companies – processing millions of data points daily to surface the insights that matter.

Autonomous monitoring

24/7 monitoring

Autonomous monitoring of entire portfolio without human intervention.

On-demand research

Instant research

Deep research delivered in minutes instead of days.

Zero info loss

No info loss

Complete historical tracking and context for every company.

Scalable intelligence

Scalable IQ

Scalable intelligence across unlimited number of portfolio companies.

Technology Stack

Multi-Agent AI Orchestration Large Language Models Multi-source Data Aggregation Vector Database Architecture Automated Research Pipelines Real-time Information Processing

Challenges

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Manual monitoring impossible across 100+ portfolio companies

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Critical developments discovered too late

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Research requests taking days or weeks per company

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Information falling through the cracks

Solutions

monitoring

Complete real-time awareness of all portfolio companies.

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Instant alerts on significant developments.

lightning_stand

Comprehensive research reports in 3-5 minutes.

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Every piece of information captured and contextualized.

Challenge details

J&T Investing Company faced a challenge where manual monitoring was impossible across 100+ portfolio companies. Critical developments were often discovered too late, and research requests took days or weeks per company.

The team was overwhelmed by data gathering instead of focusing on strategic analysis, leading to limited portfolio-wide visibility.

After the transformation:

  • Complete real-time awareness of all portfolio companies
  • Briefings delivered every morning before the team starts
  • Comprehensive research reports in 3-5 minutes
  • Team focused on decisions, not information hunting
  • Full portfolio intelligence available on demand

Project Timeline

Discovery

2 weeks

Development

2 weeks

Integration

1 week

Deployment

1 week

Optimization

Ongoing

Solution

We designed and deployed an autonomous AI agent network – a coordinated system of 100+ specialized agents working like a tireless research team that never sleeps.

How the AI Agent Network Works

Cycle &
Filtering

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Scout agents scan thousands of sources overnight; Analyst agents filter signal from noise.

Context &
Reports

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Synthesis agents connect dots across portfolio. Report agents package insights into morning digests.

Deep Dive &
Retention

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Agents launch deep analysis on any company in minutes. Every insight built into institutional memory.

Results

The AI agent network has become an indispensable member of the investment team, working tirelessly to ensure no opportunity or risk goes unnoticed.

10x

productivity increase for the team

3-5 min

for comprehensive research reports

100+

companies monitored simultaneously 24/7

Zero

developments missed with complete portfolio coverage

A Better Analyst

"I used to joke that we needed to clone our best analyst 50 times. SuperQube basically did that, but better. The AI agent network gives us intelligence capabilities that simply didn't exist before – not for any price, not with any size team. We went from quarterly check-ins hoping nothing major happened, to real-time awareness of everything. It's not just a productivity tool. It's a completely different way of managing a portfolio."

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Innovation Officer

J&T Investing company a.s

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