Defensible Numbers for Your Clients
Turn "I think" into "The analysis shows." Give clients and stakeholders risk-adjusted projections backed by Monte Carlo simulation.
The Problem with Client Projections
Single-Point Estimates
Clients give you one number. Banks and investors ask "what if it's wrong?"
Gut-Feel Contingencies
"Add 10% buffer" - but why 10%? No data to defend it.
Optimism Bias
Clients underestimate costs and timelines. You know it, but can't prove it.
Manual Scenarios
Building best/worst/likely cases in Excel takes hours and still misses combinations.
A Better Way
Gather Three-Point Estimates
Ask clients for Optimistic, Most Likely, and Pessimistic values. This surfaces their own uncertainty.
Run Monte Carlo Analysis
5,000 simulations in 30 seconds. Every combination of outcomes, weighted by probability.
Present Confidence Levels
P50 = likely outcome. P80 = prudent planning. P90 = conservative. Let stakeholders choose their comfort level.
Three Ways to Use It
Startup Evaluation
Runway analysis, burn rate reality checks, milestone feasibility
The Scenario
Your client is a seed-stage startup. They claim 18 months runway and plan to hit Series A milestones in 12 months. The founder is confident. You're skeptical.
What the Founder Says
What the Analysis Shows
Your Advice
"At P80, you'll run out of cash 3 months before you're Series A ready." Recommend either: (1) raise a bridge round by month 10, (2) cut burn to extend runway, or (3) accelerate timeline to MVP. Now they can plan proactively instead of hitting a wall.
Loan Applications
Justify funding requests, show banks realistic scenarios
The Scenario
Your client needs financing for a facility expansion. They've budgeted $480,000 and want to request exactly that. The bank will ask about contingency.
Client's Budget
Risk-Adjusted Analysis
Your Advice
"Request $550,000, not $480,000." When the bank asks why, show them the analysis: "Monte Carlo simulation of 5,000 scenarios shows 80% confidence requires $542K. We're requesting $550K to provide adequate buffer without over-borrowing." Data beats gut feel.
Investment Analysis
Go/no-go recommendations, risk-adjusted returns
The Scenario
Your client is considering a $200,000 investment in new production equipment. The vendor promises 18-month payback. Should they proceed?
Vendor's Projection
Risk-Adjusted Analysis
Your Advice
"Proceed, but expect 24-month payback, not 18." The investment is sound - 78% probability of positive ROI. But set realistic expectations: P50 payback is 24 months, not the vendor's optimistic 18. Budget for $220K total and plan cash flow accordingly.
Which Tool to Use
Schedule Risk Analyzer
Timeline feasibility
- Milestone achievability
- Project duration confidence
- Deadline risk assessment
Cost Risk Analyzer
Budget & funding analysis
- Loan amount justification
- Contingency calculation
- Cost confidence levels
Integrated Analyzer
Complete project analysis
- Schedule + cost combined
- Cash flow projections
- Full investment picture
Why Clients Value This
Banks & Lenders
"Finally, a loan application with realistic contingency analysis. This shows they've done their homework."
Boards & Investors
"I appreciate seeing P50 vs P90. It lets me choose my risk tolerance instead of guessing."
Business Owners
"My accountant showed me I needed $70K more than I thought. Saved me from a cash crisis."
Give Your Clients Better Numbers
$49/month or $300/year. Less than a coffee a day.