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Can AI Handle KYC? Grounding LLMs For Due Diligence Tools

Onizuka 2026年08月01日 20:36 2 次阅读 来源:Dev.to

#ai #kyc #compliance #duediligence #api #llm #fintech #rapidapi AI Writes Code. You Still Own the Verdict. ChatGPT can spin up a KYC dashboard in an afternoon. It will generate React components, SQL schemas, and swagger documentation that look production-ready. But ask it whether fintech-example.io is a legitimate payment processor or a sanctions-evasion shell, and it will confidently fabricate ownership records, misread registrar data, or hallucinate a clean bill of health. That is the gap AI cannot close on its own: grounding . Large language models reason over tokens, not truth. A reliable due-diligence or compliance tool must anchor every LLM answer in real, verifiable, timestamped data—WHOIS records, IP geolocation, company registries, email infrastructure, and sanctions lists. This article shows how to use the Portfolio Investigate API to feed your AI agents factual domain dossiers and compliance verdicts, turning a prototype into something a compliance officer can actually trust. The Hallucination Problem in Due Diligence LLMs are autocomplete engines. They predict what words should come next based on training data, not live facts. In a KYC context, that creates three failure modes: Stale knowledge — model weights freeze; a domain can change ownership next week. Fabricated citations — the model may invent registrar names or corporate addresses. Missing signals — an LLM has no built-in access to WHOIS history, IP blocks, or OFAC lists. The fix is not to abandon LLMs. It is to constrain them: give them a structured evidence packet first, then let them summarize, classify, and answer natural-language questions on top of it. That evidence packet is exactly what Portfolio Investigate API returns. What Portfolio Investigate API Delivers Portfolio Investigate API is a one-call domain investigation report. It aggregates five underlying portfolio APIs into a single dossier: WHOIS — registration dates, registrar, name servers, privacy status. IP Geolocation — where the

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