{"json":{"type":"doc","content":[{"type":"paragraph","content":[{"type":"image","attrs":{"src":"https://server.onli.bio/files/onliweb/08d494c863fcb79779ab56bef6fe6dce_post-1757630587606.png","alt":null,"title":null}}]},{"type":"paragraph","content":[{"type":"text","text":"In every growth story I coach, the model is the map and the risk analysis is the compass. If you are pre-revenue or scaling, you cannot afford a model that looks pretty but fails in execution. Here is how I build a faster, sharper financial model and pair it with a risk matrix that keeps you honest."}]},{"type":"paragraph"},{"type":"heading","attrs":{"level":2},"content":[{"type":"text","text":"Start With the Reality of Pre Revenue and Scale"}]},{"type":"paragraph","content":[{"type":"text","text":"Before revenue, the question is simple on paper but hard in practice. What does it cost to set up, and how long until you can sell. Map lead times in manufacturing or onboarding, supplier MOQs, logistics, and seasonality. Then define your sales forecast. Who are you selling to, at what price, and how frequently. Do market sizing both bottoms up and top down. Bottoms up means pipeline, conversion, ACV, and cycle time. Top down is total market, segment, your reachable share. Reconcile both so assumptions are clear, not convenient."}]},{"type":"paragraph"},{"type":"heading","attrs":{"level":2},"content":[{"type":"text","text":"Build the Model Drivers That Actually Move Results"}]},{"type":"paragraph","content":[{"type":"text","text":"Sales forecast sits on top, but COGS and supply chain dynamics shape gross margin. Early on, COGS can be high as you learn the process and optimize. Set a target gross margin by segment and show the path there through scale curves and supplier negotiations. People cost is next. Think hiring plan, ramp, compensation, and commissions for sales engineers and reps. Tie headcount to capacity and revenue, not vanity ratios. Add capex and depreciation where relevant. Then overheads. Legal, finance, marketing and sales, office, tools. Using a percent of revenue is fine if you anchor it to comparables in your industry and your go to market, B2B versus B2C. Finally, track burn rate and liquidity. How many months of runway do you have at base, upside, and downside. Tie cash needs to milestones, not calendar wishes."}]},{"type":"paragraph"},{"type":"heading","attrs":{"level":2},"content":[{"type":"text","text":"Make Assumptions Explicit and Testable"}]},{"type":"paragraph","content":[{"type":"text","text":"Financial modeling is assumptions. List them. Price, churn, conversion, hiring speed, lead time, discounting, payment terms. Attach data where you have it and label confidence where you do not. Define KPIs that tell you early if an assumption is breaking. Example. lead conversion, win rate by segment, gross margin by SKU, time to hire, on time delivery. Build a dashboard cadence that touches these weekly so you are not surprised quarterly."}]},{"type":"paragraph"},{"type":"heading","attrs":{"level":2},"content":[{"type":"text","text":"Turn Risk Into a System, Not a Feeling"}]},{"type":"paragraph","content":[{"type":"text","text":"Risk equals probability times severity. Unknown unknowns exist, but most risk can be mapped if you use a simple risk matrix. For each assumption, list threats across operations, supply chain, people, compliance, customer concentration, pricing power, and funding. Score with a weighted system so you can compare apples to apples. Decide actions. avoid, mitigate, transfer, accept. Mitigation must be concrete. backup supplier with verified lead time, approval processes for discounts, responsibility matrix so issues are raised fast, credit checks for large customers, scenario playbooks if demand drops or spikes. Keep the language of risk in time and money. How much time lost, how much cash burned, how much runway left."}]},{"type":"paragraph"},{"type":"heading","attrs":{"level":2},"content":[{"type":"text","text":"Stress Test With Scenarios and Liquidity"}]},{"type":"paragraph","content":[{"type":"text","text":"I build three cases. base, upper, lower. Then I shock the model. slip launch by two months, increase COGS by 5 percent, reduce win rate by 20 percent, extend DSOs by 15 days. See the effect on gross margin, burn rate, liquidity runway, and debt covenants if you have them. The point is not perfection. It is to choose the leading indicators that will trigger action and to pre decide the actions so the team moves, not debates."}]},{"type":"paragraph"},{"type":"heading","attrs":{"level":3},"content":[{"type":"text","text":"What You Can Expect Working With Me"}]},{"type":"paragraph","content":[{"type":"text","text":"You will leave with a model that reflects how your business really operates, clear KPIs, a risk matrix with a weighted scoring system, and a scenario pack you can present to your board or investors. We will align targets to market comparables, not wishful thinking, and we will translate unknown unknowns into monitored drivers."}]},{"type":"paragraph","content":[{"type":"text","text":"If you want a fast, honest review of your current model or a working session to build your risk matrix and scenario plan, reach out and let us map it together."}]}]},"len":4016,"text":"In every growth story I coach, the model is the map and the risk analysis is the compass. If you are pre-revenue or scaling, you cannot afford a model that looks pretty but fails in execution. Here is how I build a faster, sharper financial model and pair it with a risk matrix that keeps you honest.\n\n## Start With the Reality of Pre Revenue and Scale\nBefore revenue, the question is simple on paper but hard in practice. What does it cost to set up, and how long until you can sell. Map lead times in manufacturing or onboarding, supplier MOQs, logistics, and seasonality. Then define your sales forecast. Who are you selling to, at what price, and how frequently. Do market sizing both bottoms up and top down. Bottoms up means pipeline, conversion, ACV, and cycle time. Top down is total market, segment, your reachable share. Reconcile both so assumptions are clear, not convenient.\n\n## Build the Model Drivers That Actually Move Results\nSales forecast sits on top, but COGS and supply chain dynamics shape gross margin. Early on, COGS can be high as you learn the process and optimize. Set a target gross margin by segment and show the path there through scale curves and supplier negotiations. People cost is next. Think hiring plan, ramp, compensation, and commissions for sales engineers and reps. Tie headcount to capacity and revenue, not vanity ratios. Add capex and depreciation where relevant. Then overheads. Legal, finance, marketing and sales, office, tools. Using a percent of revenue is fine if you anchor it to comparables in your industry and your go to market, B2B versus B2C. Finally, track burn rate and liquidity. How many months of runway do you have at base, upside, and downside. Tie cash needs to milestones, not calendar wishes.\n\n## Make Assumptions Explicit and Testable\nFinancial modeling is assumptions. List them. Price, churn, conversion, hiring speed, lead time, discounting, payment terms. Attach data where you have it and label confidence where you do not. Define KPIs that tell you early if an assumption is breaking. Example. lead conversion, win rate by segment, gross margin by SKU, time to hire, on time delivery. Build a dashboard cadence that touches these weekly so you are not surprised quarterly.\n\n## Turn Risk Into a System, Not a Feeling\nRisk equals probability times severity. Unknown unknowns exist, but most risk can be mapped if you use a simple risk matrix. For each assumption, list threats across operations, supply chain, people, compliance, customer concentration, pricing power, and funding. Score with a weighted system so you can compare apples to apples. Decide actions. avoid, mitigate, transfer, accept. Mitigation must be concrete. backup supplier with verified lead time, approval processes for discounts, responsibility matrix so issues are raised fast, credit checks for large customers, scenario playbooks if demand drops or spikes. Keep the language of risk in time and money. How much time lost, how much cash burned, how much runway left.\n\n## Stress Test With Scenarios and Liquidity\nI build three cases. base, upper, lower. Then I shock the model. slip launch by two months, increase COGS by 5 percent, reduce win rate by 20 percent, extend DSOs by 15 days. See the effect on gross margin, burn rate, liquidity runway, and debt covenants if you have them. The point is not perfection. It is to choose the leading indicators that will trigger action and to pre decide the actions so the team moves, not debates.\n\n### What You Can Expect Working With Me\nYou will leave with a model that reflects how your business really operates, clear KPIs, a risk matrix with a weighted scoring system, and a scenario pack you can present to your board or investors. We will align targets to market comparables, not wishful thinking, and we will translate unknown unknowns into monitored drivers.\n\nIf you want a fast, honest review of your current model or a working session to build your risk matrix and scenario plan, reach out and let us map it together."}