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Private equity

A growth-stage private equity firm

Unstructured CEO update emails normalized into standardized performance dashboards across the portfolio — and for the first time, every CEO's forecasting accuracy scored over time.

The Problem

Portfolio companies send investor updates in wildly different formats — some as polished PDFs, others as rambling emails with attachments. Partners had no systematic way to track performance trends, compare metrics across the portfolio, or assess whether a CEO's projections were reliable. The firm was making follow-on investment decisions based on narrative updates rather than normalized data.

Worse, certain CEOs were consistently over-forecasting, but this pattern was invisible without longitudinal tracking.

The Solution

Runpoint built a monitoring system that transforms unstructured CEO communications into structured, comparable intelligence.

Email Ingestion & Extraction

CEOs forward quarterly updates to a dedicated inbox. The system extracts text and attachments, identifies key performance indicators (revenue, margin, cash position, pipeline), and normalizes everything into a standardized schema — regardless of the original format.

Projection Tracking

Every forward-looking claim or projection is captured and timestamped. As subsequent updates arrive, the system automatically compares realized results against prior projections, building a calibration score for each CEO over time.

Partner Dashboard

A consolidated view surfaces portfolio-wide trends, flags companies deviating from plan, and ranks CEO forecasting reliability. Partners can drill into any company's history to see the full projection-vs-reality timeline.

The Results

  • Performance patterns surfaced that were invisible in individual email reviews
  • CEO calibration scoring identified which leaders consistently over- or under-forecast
  • Data-driven follow-on decisions replaced narrative-based assessments
  • Hours of manual synthesis eliminated per reporting cycle across the portfolio

Want this kind of work for your business?

SYSTEMS: NOMINAL
LATENCY: 12msRUNPOINT V2.0