Case StudyFinance

AI Portfolio Monitoring & Intelligence

Ajaia built an automated monitoring platform that scans 80+ sources daily and delivers classified, sentiment-scored intelligence on every portfolio company.

20 Min
to insight on portfolio developments (previously hours)
80+
sources integrated daily
20 Hrs
of weekly monitoring and research saved
Client
A venture capital firm managing a multi-company portfolio
Industry
Financial Services · Venture Capital
Duration
Product build
AJAIA Services
Full-stack build · AI automation
Tech Stack
Daily scans · Classification · Summaries

The Opportunity

The firm holds a multi-company venture portfolio, and its partners carried the monitoring load informally, in the gaps between board work, diligence, and fundraising. Each partner watched their own companies by hand, checking websites, scanning news, and relying on founder updates to fill the rest.

The gaps only showed at recurring meetings. A partnership meeting would surface a development someone had missed. A board meeting would arrive with prep assembled in a scramble the evening before. The information was spread across dozens of company sites, news feeds, and update channels, and no one at the firm had hours to read all of it every day.

Key Challenges

Hand-rolled coverage

Each partner watched their own boards in spare hours, so material updates surfaced late or not at all.

Signal buried in noise

The update that mattered sat inside dozens of sites and feeds no partner had time to read every day.

Stale by arrival

A partnership, launch, or leadership change often reached the partners after the window to act had closed.

Board prep by scramble

Talking points and questions were assembled by hand the night before, hours of it every single week.

The Process

01
Map the Monitoring Load

Documented how partners tracked companies and prepped board meetings, and where updates slipped through.

02
Integrate the Sources

Connected 80+ company websites, news feeds, and update channels into one daily scanning pipeline.

03
Classify & Score

Built classification by update type, sentiment scoring, and AI summaries for every development.

04
Automate Meeting Prep

Added briefings that surface recent developments and the questions worth raising before each board meeting.

Our Solution

An automated intelligence layer that watches every portfolio company and briefs every partner. The platform scans every portfolio company's website and news coverage daily across 80+ integrated sources, with no manual checking. It sorts developments by type (partnerships, launches, leadership changes) and scores sentiment so partners read only what matters. It then generates concise summaries and surfaces the questions worth asking before each board meeting.

Key Capabilities

Daily Automated Monitoring
Scans every portfolio company's website and news coverage daily across 80+ integrated sources, with no manual checking.
Classified, Scored Updates
Sorts developments by type (partnerships, launches, leadership changes) and scores sentiment so partners read only what matters.
Summaries & Meeting Prep
Generates concise summaries and surfaces the questions worth asking before each board meeting.

Impact

Portfolio coverage now runs as a standing morning brief. A development that once took hours to reconstruct by checking the company site, searching the news, and pinging the founder now reads out in about 20 minutes, drawn from 80+ sources scanned daily and sorted by type and sentiment. Board prep now starts from a generated brief and a set of pointed questions. Roughly 20 hours of weekly monitoring effort went back to the work only partners can do, working directly with founders, and no material update is flagged by chance.

Key Results

  • 20 minutes to insight on portfolio developments, down from hours of manual reconstruction
  • 80+ sources integrated daily across every portfolio company
  • 20 hours of weekly monitoring and research effort returned to the partnership
  • Board meetings open from a shared, current picture built from the same data every partner sees
  • Evening-before prep scramble replaced by generated briefings and targeted questions
Related Product
Services Delivered
Full-stack build AI automation
Technology
Daily scans Classification Summaries
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