Start with customer spend, not industry headlines, then map conversion to financial flows your product can actually touch. We reconcile central‑bank aggregates with network volumes and merchant mixes, remove cash leakage, and disclose exclusions. The result stops inflated narratives while preserving real upside, especially in fast‑digitizing niches.
Granularity wins credibility. We separate SMB from enterprise, banked from underbanked, and card‑present from account‑to‑account rails, then overlay regulatory readiness and infrastructure constraints by country. You’ll see where onboarding friction hides, which corridors monetize best, and how competitive saturation shifts acquisition costs across regions and cohorts.
Instead of a single heroic curve, we provide base, bull, and bear cases with transparent drivers: penetration, ticket size, take rate, churn, and funding cycles. Elasticities and adoption lags are explained, and back‑tests expose bias. This structure invites investor dialogue while protecting your credibility when markets wobble.