Methodology: sources, verification and AI's role at finpeel

finpeel is built the opposite way from a prompt in front of a model: defined decision frameworks, curated data from primary sources, deterministic calculation, and AI only where interpretation genuinely helps. Sources in order of authority: primary regulatory rulebooks and registers (CBUAE, VARA, ADGM FSRA, DIFC DFSA, UAE CMA, SAMA, RBI), published schedules and filings quoted with source and date, 127 hand-curated fintech precedents used for pattern-matching, and labelled operator experience for lived timelines. Every knowledge base carries a verification stamp and a monthly re-check ritual; figures not yet verified against a primary source are visibly flagged rather than asserted. AI never supplies a fee, capital figure, timeline or company name from its own memory. finpeel is decision support, not legal or financial advice, and states what it does not cover.

finpeel is a fintech decision-intelligence platform for MENA founders: idea stress-testing, licence calculators, compliance lookup, unit-economics models and live regulatory and deal feeds — hand-verified against primary sources.

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