J&T INVESTING

AI Agent Network:
Autonomous network monitoring 100+ portfolio companies
From days to minutes

We partnered with J&T Bank's Investment Fund to solve a critical growth bottleneck: maintaining a perfect overview of every company in an ever-expanding portfolio. We deployed an autonomous AI agent network that continuously monitors, analyzes, and reports on portfolio companies – processing millions of data points daily and delivering key insights in real time.

24/7 monitoring

Autonomous monitoring of entire portfolio without human intervention.

Instant research

Deep research delivered in minutes instead of days.

No info loss

Complete historical tracking and context for every company.

Scalable IQ

Scalable intelligence across unlimited number of portfolio companies.

Technology Stack / Solution Architecture

Autonomous AI Agent Ecosystem Advanced Language Models (LLMs) Multi-source Data Aggregation Vector Database Architecture Automated Analytics Pipelines Real-time Data Processing

Challenges

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Unsustainable manual monitoring of 100+ portfolio companies

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Late detection of critical events

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Extremely slow research report generation

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Loss of key information in the data flood

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

Managing over 100 companies pushed J&T's investment team to their physical limits. Manual monitoring of such data volumes was unsustainable — critical market events arrived with delays, and in-depth analysis took weeks to prepare.

Instead of strategic decision-making, the team spent most of their time on tedious data collection and sorting, leading to dangerous blind spots in portfolio oversight.

After the transformation:

Instant insight into all 100+ companies in real time
Fresh briefings waiting for the team every morning before the meeting starts
Comprehensive research reports ready in 3–5 minutes instead of weeks of waiting
Team fully focused on investment decisions based on hard data
Agents launch in-depth analysis of any company within minutes. Every insight built into institutional memory.

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

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

Context &
Reports

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

Deep Dive &
Retention

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

Results

The agent network has become an indispensable member of the investment team. It works 24/7 and guarantees that no opportunity or risk goes without constant oversight.

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."

Innovation Officer

J&T Investing company a.s

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