Why Chatbots Fail Due Diligence, and How Quoin Fixes It
A single prompt cannot replicate an analyst team. Quoin's multi-agent research architecture, 18+ specialists deep, was built to do exactly that.
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Posts about Perspectives
Perspectives from the Quoin team on AI, research workflows, and the future of investment due diligence.
Your Analysts Didn't Go to School to Search the Internet
Quoin could have wrapped a chatbot around a document library and shipped it. Why Quoin chose the harder road of agentic research instead.
Read more→The AI Recalibration Is a Buying Guide for Investment Firms
The enterprise AI reckoning is not an argument against the technology. It is a free education in how to evaluate it, and investment firms should take notes.
Read more→AI Hallucinations Are a Compliance Problem. Agentic Research Is the Answer.
For a registered investment adviser, an AI that invents a citation is not a quirk. It is a regulatory liability. Agentic research, built to verify rather than generate, changes the risk calculus.
Read more→Why RIAs Are Turning to Agentic AI for Due Diligence - And Why It Matters
The numbers tell a story that should make every RIA pause. According to a 2026 Schwab study of 533 advisory firms, 63% of RIAs now use AI tools - more than double the adoption rate from 2023. Yet only about one in ten of those adopters has strategically embedded AI into their business model. The vast majority are experimenting: using generative AI for notetaking and email drafts on an ad hoc basis, without firm-wide policies, governance frameworks, or any systematic measurement of outcomes. That gap - between casual AI use and integrated AI deployment - is where the real risk lives. And for RIAs with fiduciary obligations, the risk isn't just competitive. It's regulatory.
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