Start with active customers, average prices, conversion rates, and capacity limits per rep or channel. Layer cohorts to capture retention and expansion patterns realistically. Replace broad growth percentages with anchored drivers. Document each assumption’s provenance, whether from experiments, contracts, or market comps, so scrutiny strengthens conviction instead of exposing guesswork and unrepeatable early wins.
Translate hiring plans, vendor costs, and marketing investments into burn by month, then show how the raise lengthens runway beyond key milestones. Tie funds to measurable outcomes, like activation gains, new regions, or security certifications. The most persuasive ask demonstrates disciplined stewardship and clearly de-risks the next financing, making future rounds more competitive and founder-friendly.
Highlight which assumptions move the model most: price, conversion, churn, or ramp time. Offer quick toggles and a tornado chart to expose risk concentration. Reconcile every month’s plan-versus-actual with short commentary. Over time, this discipline becomes a trust engine, showing you learn quickly, correct course, and protect runway without sacrificing outcomes or mission-critical momentum.
Use customer quotes, time-to-value data, and before-versus-after snapshots to show urgency. Connect pricing to outcomes realized, not promises. When pilots convert, quantify why. Finance teams shine by making proof auditable: timestamped cohorts, signed orders, and consistent definitions. Investors lean in when evidence, not adjectives, carries the weight of the argument across memorable, uncluttered visuals.
Demonstrate TAM with bottoms-up logic using target accounts, adoption rates, and realistic average contract values. Reconcile with top-down estimates, explaining differences clearly. Tie your active pipeline and win rates to reachable share over time. When market size meets repeatable sales motions, it converts skepticism into belief, showing a credible path to scale without wishful leaps.
Explain durable advantages: data network effects, workflow depth, switching costs, or unique distribution. Show how recent shifts in regulation, infrastructure, or buyer behavior open a window you are positioned to exploit. Finance can quantify defensibility by measuring win-loss drivers, churn reasons, and usage intensity that rivals lack, making your differentiation concrete, measurable, and sustainably compounding.