Solutions
Financial Analysis
Forecast outcomes, optimize spend, and attribute ROI, so every budget decision is backed by evidence.
Forecasting & scenario planning
Model future outcomes based on historical spend and market conditions. Stress-test budgets against multiple scenarios before committing capital.
ROI analysis
Attribute business outcomes to specific programs and investments. Understand which initiatives drive compounding growth versus one-time results.
Cost optimization
Surface inefficient spend across your portfolio. Identify overlapping programs, underperforming allocations, and opportunities to consolidate.
AI-powered insights
Conversational AI to answer complex financial questions across your organization without requiring SQL expertise or analyst time.
Case Study
Featured Case Study
Measuring historical budget ROI against business outcomes and performance
$100M+
in spending identified for optimization
5 → 1
strategies consolidated into a single product focus
12+
instances where real-time monitoring would have saved capital
$100M+ in spending surfaced for optimization
OSO mapped Optimism's historical program expenditures against measurable outcomes — contributor retention, user growth, and product adoption. The analysis identified over $100M in past allocations where spend did not produce durable activity, giving leadership a defensible basis for reallocating future budgets toward higher-ROI programs.
Strategic focus narrowed from 5 initiatives to 1 core product line
A portfolio review of Optimism's independent growth strategies revealed significant overlap and diluted impact. OSO's attribution model traced which initiatives produced compounding user and contributor growth versus one-time spikes. The analysis enabled leadership to consolidate from more than five parallel tracks down to a single high-conviction product line with clear metrics for success.
Real-time spend monitoring built to prevent future capital waste
OSO designed and implemented continuous monitoring pipelines that track program disbursements against live activity and contribution data. Back-testing against historical data identified over a dozen past instances where early signals — stalled output, declining engagement, inactive programs — would have triggered a reallocation before funds were fully deployed. The system now gives the Optimism team actionable alerts before capital is committed irrecoverably.