See how each program contributes to enterprise value, including follow-on assets and platform optionality.
Investor Materials
Auto-generated board and investor materials that connect R&D progress to enterprise value.
Factor Correlations
Quantify the optionality and read through of milestones to other assets in the portfolio.
AI Assistant
Let our LLM build programs and portfolios using QLS benchmarks to bring speed to insight.
Benchmark Database
Benchmark against 1,000+ biotech programs to ground development assumptions in market-accepted data.
The Vantage Approach
Navigate the Full Decision Tree
Build once, explore every path. All your scenarios live in one connected model
Model the Tree
Not Just One Branch
Capture all development paths, indications, and strategic options in a single unified model.
Simulate Outcomes
Probabilistic, Not Deterministic
Monte Carlo simulation across all branches shows the full distribution of outcomes.
Evaluate Decisions
See What Matters
Identify which choices have the biggest impact on value.
What This Means for Your Analysis
Traditional Approach
"What's our NPV?"
$142M
(Average of success and failure outcomes)
Single deterministic number
Limited insight into risk factors
Rebuild for each "what if"
With Vantage
"What's our median outcome?"
$189M (median)
Range: $0 - $340M across 10,000 simulations
Statistical distribution of portfolio value
Probability weighted scenarios
Toggle options instantly
Product Demo
See Vantage in Action
Watch how Vantage transforms complex biotech valuations into clear, defensible insights — in minutes, not weeks
Case Study
How a Life Sciences Fund Standardized Valuation Across 18 Portfolio Companies
The Challenge
With an LP meeting six weeks away, each portfolio company used different valuation methods, assumptions, and reporting formats. Partners were spending weeks manually normalizing financials across 18 companies.
The Approach
Deployed Vantage across the portfolio in 30 days. Established a standardized valuation framework. Preserved company-specific assumptions within a consistent methodology. Created a unified, portfolio-level dashboard. Enabled real-time visibility across assets and stages.
The Outcome
LP review preparation was reduced from weeks to days. Reports were standardized, assumptions aligned, and follow-on financing conversations accelerated with clean, normalized data.
18
Portfolio Co Standardized in 30 Days
30 Days
Full Portfolio Rollout
Weeks → Days
LP Prep Time
18
Companies Standardized
1
Unified Dashboard
The Team
Financial Innovation from MIT and Industry Leaders
Cambridge, MA-based. Built with MIT professors, Nobel Laureates, and industry thought leaders. Based on over 30 years of research from MIT's Andrew Lo.
Leadership
Andrew W. Lo, PhD
Co-Founder
Shomesh Chaudhuri, PhD
Co-Founder
Michael Hay
Co-Founder
Raven Reddy, PhD
Co-Founder
Strategic Advisors
John Frishkopf, MMS
Co-Founder of NewStar Financial
Director, Global Coalition for Adaptive Research
Peter Hancock
Former President and CEO, AIG
Former CRO and CFO, JP Morgan
Robert Merton, PhD
1997 Nobel Laureate, Economic Sciences
Distinguished Professor of Finance, MIT
Pricing
Attainable Pricing that Works for Your Needs
Standardize valuation across portfolio companies and align with LPs.
VC Partnership Model
QLS Vantage Access
Starting at
$25K/year for 2 terminals
Additional terminals for your firm or your PortCo from $10K/year/terminal
Strategic Benefits
Alignment on value through shared assumptions
Quantify future inflection points
Systematic process and consistent framework
Look through to the wider portfolio
Additional Solutions
White Glove Implementation
Let QLS transfer your current models into Vantage.
Diligence Support
QLS will work on the deal team to assess investment opportunities.
Fractional FP&A Support
Let QLS use and manage the software on your behalf.
Independent Valuation Reports
Fairness opinions, 409A reports, VDR materials.
Enhanced Compute Power
Run Monte Carlo simulations faster.
Get in Touch and See a Live Demo
Speak with our founders directly, and we'll set up a time to chat about your portfolio.