Research Engine · Not a Chatbot

Decision-grade research. In 20 minutes.

Quoin delivers sourced, cited, primary-document research in 20 minutes. The kind of output you can defend in a partner meeting, a regulatory review, or a board room. Not a summary. Not a chatbot. Research.


What 20 minutes buys you

Your analysts didn't go to school to search the internet.

Quoin handles the searching, verifying, and structuring, fully cited, primary-source-backed, and ready in 20 minutes. What's left for your team is the judgment you actually hired them for.

200 companies. One portfolio. Still just 20 minutes.

Portfolio reviews shouldn't take weeks. With Quoin, upload your full list of portfolio companies and get decision-grade research on every single one, simultaneously. Whether you're covering 1 company or 200, Quoin delivers the same depth in the same 20 minutes.

When the research is complete, ask Claude to synthesize everything into a single executive summary. Upload additional context, such as your own notes, prior reports, or internal data, and Quoin folds it all in. Your quarterly review just got a lot shorter.

User story

Who
A fund manager, venture investor, family office principal, or portfolio analyst responsible for quarterly reporting.
The challenge
A quarterly portfolio review requires fresh, structured research on every company in the portfolio. For a 20-company portfolio, that's 80 to 160 hours of manual work, every single quarter, before a single slide is written.
With Quoin
Upload your portfolio company list to Claude and instruct it to run your custom Quoin agent against each company. In 20 minutes, you have a fresh stack of decision-grade research on every portfolio company, simultaneously. Ask Claude to synthesize the research into a board report or LP update, and enhance it with your own financials, board decks, or prior transcripts for full context.
The result
What used to take weeks now takes about 30 minutes, start to finish. Every insight is sourced. Every quarter.

AI tools generate. Quoin investigates.

Every claim sourced

Every statement in a Quoin report links back to a primary document: filings, press releases, databases, court records.

No hallucinations

Quoin doesn't generate plausible-sounding facts. It finds real ones and shows its work.

Hundreds of pages in 20 minutes

The output isn't a paragraph. It's a full research document, the kind that used to take a team of analysts days to produce.

Why Quoin

Research built for decisions

Most tools generate text. Quoin generates evidence. Here's how the approaches compare.

Quoin

Agentic AI

Decision-grade intelligence. Every claim atomized, sourced, and mechanism-anchored. Defensible in any room where being wrong has consequences.

  • Reads thousands of live primary sources in minutes
  • Every claim traced to a primary document (no hallucinations)
  • Structured output: claim, source, mechanism, timestamp, confidence, bounds
  • Always current, verified against live web and documents
  • Scales across any business, topic, or industry
Time to complete~20 minutes
Primary sources read1,000s per brief
Hallucination riskNone

Manual

What serious analysts have produced for a century: credentialed and sourced, but constrained by human bandwidth.

  • Hours or days to produce a single research brief
  • Limited to what one analyst can read and retain
  • Cognitive bias and fatigue affect quality and consistency
  • Expensive to produce at the depth decisions require
  • Does not scale; every new question starts from scratch
Time to complete5 to 20 hours
Sources read5 to 20 sources
Output defensibilityVaries by analyst

Frontier AI

Consumer-grade grounding. Fast at generating text. Unable to produce output that survives a serious decision.

  • Produces plausible claims with no primary source behind them
  • Cannot trace a claim to an actual filing, contract, or document
  • Knowledge frozen at the training cutoff, not refreshed from the live web
  • No mechanism, no confidence grade, no stated bounds
  • Will not survive a partner meeting or a regulator's review
Time to complete~1 min
Primary sources readNone
Hallucination riskHigh
That's not a research problem. That's a tax on every decision your organization makes.

Whether you're running investment diligence, competitive research, or sales preparation, Quoin returns a defensible, fully cited document in the time it takes to grab lunch. Hours spent hunting for information you're not sure you can trust, stitching together sources you'll have to verify anyway, and producing output that would be twice as good if you just had twice as much time. Quoin exists for anyone whose work demands a defensible answer, whether you're in a partner meeting, a discovery call, a briefing room, or a university library. If you need to know things, and being wrong has consequences, you've been doing this the hard way. You don't have to anymore.

Guardrails

No agent ever checks its own work.

Quoin is built on MARCH - a verification architecture where the agents that generate research and the agents that check it are completely separate systems. They don't share context. They can't influence each other's conclusions. Every claim is found, then independently verified, then traced to a primary source before it appears in your report. That's not a feature. It's the architecture.

1

Research scoping

Structured intake translates your question into a research plan, defining scope, source requirements, and the guardrails each agent will be held to.

2

Specialized generator agents

Domain-specific agents research filings, extract narratives, benchmark peers, and surface anomalies, each optimized for a specific task, none responsible for checking what another produced.

3

Isolated verification layer

Independent verifier agents check every output against primary sources, without access to the generator's reasoning chain. No shared context means no confirmation bias. What gets flagged is what a single model would have missed.

4

Reconciled, citation-backed delivery

Contradictions are resolved before anything reaches you. Outputs are structured as research briefs, credit memos, or analyst reports, with every claim traceable to the source that verified it.

Get started

Ready to transform your research?

Join organizations using Quoin to streamline research and make data-driven decisions with confidence.