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The answer is to test briefly and measure rigorously.\",\"type\":\"text\",\"version\":1},{\"type\":\"linebreak\",\"version\":1},{\"type\":\"linebreak\",\"version\":1},{\"detail\":0,\"format\":1,\"mode\":\"normal\",\"style\":\"\",\"text\":\"Three key drivers: \",\"type\":\"text\",\"version\":1},{\"type\":\"linebreak\",\"version\":1},{\"type\":\"linebreak\",\"version\":1}],\"direction\":\"ltr\",\"format\":\"left\",\"indent\":0,\"type\":\"paragraph\",\"version\":1,\"textFormat\":0,\"textStyle\":\"\"},{\"children\":[{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\"Smart onboarding (45 days): biometrics + device signals + lists/AML with assisted decision-making. Metrics: FPR/TPR, decision time, and conversion to active account. Typical goal: −25–40% FPR without increasing actual fraud.\",\"type\":\"text\",\"version\":1}],\"direction\":\"ltr\",\"format\":\"left\",\"indent\":0,\"type\":\"listitem\",\"version\":1,\"value\":1}],\"direction\":\"ltr\",\"format\":\"\",\"indent\":0,\"type\":\"list\",\"version\":1,\"listType\":\"bullet\",\"start\":1,\"tag\":\"ul\"},{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\" \",\"type\":\"text\",\"version\":1}],\"direction\":null,\"format\":\"left\",\"indent\":0,\"type\":\"paragraph\",\"version\":1,\"textFormat\":0,\"textStyle\":\"\"},{\"children\":[{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\"SME underwriting: enhance with cash flow, e-invoices, and supplier-client network. Metrics: hit rate, expected loss, and net approval with profitability.\",\"type\":\"text\",\"version\":1}],\"direction\":\"ltr\",\"format\":\"left\",\"indent\":0,\"type\":\"listitem\",\"version\":1,\"value\":1}],\"direction\":\"ltr\",\"format\":\"\",\"indent\":0,\"type\":\"list\",\"version\":1,\"listType\":\"bullet\",\"start\":1,\"tag\":\"ul\"},{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\" \",\"type\":\"text\",\"version\":1}],\"direction\":null,\"format\":\"left\",\"indent\":0,\"type\":\"paragraph\",\"version\":1,\"textFormat\":0,\"textStyle\":\"\"},{\"children\":[{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\"Intelligent collections: propensity models + differentiated cadences and channels. Metrics: % recovered, DSO, and CAC of collections.\",\"type\":\"text\",\"version\":1}],\"direction\":\"ltr\",\"format\":\"left\",\"indent\":0,\"type\":\"listitem\",\"version\":1,\"value\":1}],\"direction\":\"ltr\",\"format\":\"\",\"indent\":0,\"type\":\"list\",\"version\":1,\"listType\":\"bullet\",\"start\":1,\"tag\":\"ul\"},{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\" \",\"type\":\"text\",\"version\":1}],\"direction\":null,\"format\":\"left\",\"indent\":0,\"type\":\"paragraph\",\"version\":1,\"textFormat\":0,\"textStyle\":\"\"},{\"children\":[{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\"Experimental design: real cohorts with control group, rules frozen during the test, 6–8 weeks window, and risk/product committee for governance.\",\"type\":\"text\",\"version\":1}],\"direction\":\"ltr\",\"format\":\"left\",\"indent\":0,\"type\":\"listitem\",\"version\":1,\"value\":1}],\"direction\":\"ltr\",\"format\":\"\",\"indent\":0,\"type\":\"list\",\"version\":1,\"listType\":\"bullet\",\"start\":1,\"tag\":\"ul\"},{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\" \",\"type\":\"text\",\"version\":1}],\"direction\":null,\"format\":\"left\",\"indent\":0,\"type\":\"paragraph\",\"version\":1,\"textFormat\":0,\"textStyle\":\"\"},{\"children\":[{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\"Minimum data: onboarding logs (30–90 days), confirmed fraud labels, current rules, SME cohorts with payments and delays, historical collection management.\",\"type\":\"text\",\"version\":1}],\"direction\":\"ltr\",\"format\":\"left\",\"indent\":0,\"type\":\"listitem\",\"version\":1,\"value\":1}],\"direction\":\"ltr\",\"format\":\"\",\"indent\":0,\"type\":\"list\",\"version\":1,\"listType\":\"bullet\",\"start\":1,\"tag\":\"ul\"},{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\" \",\"type\":\"text\",\"version\":1}],\"direction\":null,\"format\":\"left\",\"indent\":0,\"type\":\"paragraph\",\"version\":1,\"textFormat\":0,\"textStyle\":\"\"},{\"children\":[{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\"Risks and compliance: Privacy, data bias, decision explainability, and a kill-switch for deviations.\",\"type\":\"text\",\"version\":1}],\"direction\":\"ltr\",\"format\":\"left\",\"indent\":0,\"type\":\"listitem\",\"version\":1,\"value\":1}],\"direction\":\"ltr\",\"format\":\"\",\"indent\":0,\"type\":\"list\",\"version\":1,\"listType\":\"bullet\",\"start\":1,\"tag\":\"ul\"},{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\" \",\"type\":\"text\",\"version\":1}],\"direction\":null,\"format\":\"left\",\"indent\":0,\"type\":\"paragraph\",\"version\":1,\"textFormat\":0,\"textStyle\":\"\"},{\"children\":[{\"children\":[{\"detail\":0,\"format\":0,\"mode\":\"normal\",\"style\":\"\",\"text\":\"Escalation signals: sustained improvement (≥2 weeks) in hero metric, stability in losses, and controlled cost per origination/collection.\",\"type\":\"text\",\"version\":1}],\"direction\":\"ltr\",\"format\":\"left\",\"indent\":0,\"type\":\"listitem\",\"version\":1,\"value\":1}],\"direction\":\"ltr\",\"format\":\"\",\"indent\":0,\"type\":\"list\",\"version\":1,\"listType\":\"bullet\",\"start\":1,\"tag\":\"ul\"}],\"direction\":\"ltr\",\"format\":\"\",\"indent\":0,\"type\":\"root\",\"version\":1}}","itemId":"1525684b-0961-4602-b3ed-ca7a38186cdb","fieldSchemaId":"509f7b0a-92ea-4e7e-89a9-8bcdf44eacb4"},{"id":"73637208-890c-41e1-8b63-505ffdf9f05b","value":"{\"image\":\"0f0bc298f6a97d73f1ab8c9a4096dccd2867d1d3\",\"imageThumbnail\":\"0f0bc298f6a97d73f1ab8c9a4096dccd2867d1d3\",\"originalImageHeight\":348,\"originalImageWidth\":524,\"altText\":\"\",\"fileName\":\"image.png\"}","itemId":"1525684b-0961-4602-b3ed-ca7a38186cdb","fieldSchemaId":"aebcccf4-1633-498b-8e69-f3a250c81404"}]}}}},"slugByItemId":{"2fdf562a-7751-4358-92e4-11af30cb5434":"ai-enterprise-saas-ai-that-pays-for-itself","c351b3d4-27dc-4953-ac59-6a4924808036":"private-equity-in-times-of-change","1a2fec86-3304-4659-a1ae-e4ef93775d0f":"forget-the-check","1525684b-0961-4602-b3ed-ca7a38186cdb":"fintech-insurtech-less-friction-lower-risk","1c7c5812-3579-42cf-8928-2dcea560425a":"from-idea-to-mvp-the-disciplined-execution-methodology","1024d0b2-ed81-4341-8a62-4b17a7d4831b":"sustainability-energy-from-cost-to-return-in-60-days","67fad094-f9ac-49d6-bbc8-fb85ea37a45f":"the-lone-founder-dilemma-why-no-one-scales-alone-in-todays-economy"}}