Eighty Percent of What?
Eighty percent of the way there means reaching the same baseline as every other firm looking at the same asset. The edge lives in the final twenty percent, and capacity is what keeps most firms from getting there.
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Posts about Perspectives
Perspectives from the Quoin team on AI, research workflows, and the future of investment due diligence.
Humans in the Loop Is the Wrong Loop
The Big Four did not fail because AI wrote their reports. They failed because they asked people to catch what only a system can catch.
Read more→Why Truth Is Becoming the Most Valuable Layer in AI
The AI race spent three years on faster answers. The next decade belongs to the organizations that can prove theirs.
Read more→"Good Enough" Isn't Good Enough
The standard for AI research is no longer speed or automation. It is verifiability. Quoin is the modern way to do research: any company, any topic, every claim proven.
Read more→Token Burn Is Over. The Market Now Rewards Purpose-Built AI
As CFOs demand payback on AI spending, the advantage is shifting from raw token consumption to agentic platforms built for the job at hand.
Read more→"Good Enough" Research Is the Most Expensive Habit in Finance
When capital is on the line, information that gets you 80% of the way there is not a shortcut. It is a liability.
Read more→Access to AI Is Easy. Mastery Is Not.
The technology is not the differentiator. The person using it is.
Read more→Your AI Research Assistant Was Built to Bluff
General-purpose chatbots were built to produce plausible text, not true text, and for an RIA operating under a fiduciary duty of care, that distinction is the whole ballgame. A look at why hallucination is now a proven architectural limit, what the SEC is signaling, and the verification-first architecture that meets the standard.
Read more→Fox Spent $22 Billion to Buy Your Television Remote
Forget content wars. The new battle in American media is over who controls the screen itself - and the Murdochs just made the most audacious move in a generation.
Read more→"AI-Powered" and "Agentic" Are Not the Same Thing - and Why It Matters for Your Research
Most AI research tools generate answers. Quoin goes out and finds them - then reasons its way to a conclusion you can actually defend.
Read more→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.
Read more→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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