Institutional-grade AI stock research, made simple
Up to 25 AI agents debate every stock — the bull case, the bear case, and the risks — so you get one clear, transparent research view in minutes. Educational research, never advice.
What you get
Every feature, built around a benefit
The whole platform exists to help you understand a company faster and more honestly. Here is what each part does for you.
Hear the bull AND the bear case, not a one-sided take.
25-agent Deep Debate
One clear stance — plus how much to trust it.
Research view + conviction score
See exactly why. Every claim is traceable, no black box.
Full reasoning + source audit
Know the upside, the downside, and what to watch.
Scenario range, risk review & "what would change the view"
Find ideas worth researching, every day.
Discovery + daily Market Brief
Never get blindsided by earnings or events.
Catalyst Calendar
Keep all your research in one place and ask it questions.
Research Workspace + search
See how a mechanical rule behaved historically (educational).
Backtesting & Strategy Lab
Save, export, and share your research.
Reports, exports & share links
The right model for the job. Start free, scale when ready.
6 LLM providers + 6 tiers
The difference
How Valarn compares to the usual approach
Most investors piece research together from search results, spreadsheets, or a single AI answer. Valarn replaces that with structured, traceable, debated research.
vs. Google + spreadsheets
Reading 100+ data points across a dozen tabs takes hours. Valarn reads them through 25 expert lenses in minutes and hands you one structured research view.
vs. a generic AI chatbot
A chatbot gives one unverifiable take. Valarn debates bull vs bear, cites every source, scores its own confidence, and is QA-gated so it won't fabricate.
vs. expensive terminals
Institutional-grade depth without a per-seat fortune — Valarn starts free and scales with you, instead of locking research behind enterprise pricing.
Built to be trusted
What makes the research trustworthy
Trust comes from being able to check the work. Valarn shows its reasoning, names its sources, and is honest about how confident it is.
Visible reasoning
Read every analyst memo and every debate argument. The full reasoning chain is in the report.
Every source shown
A source audit lists where each claim came from, so you can trace every figure.
Honest confidence
When the analysts disagree, the conviction score reflects it. We don't inflate certainty.
QA-gated, not advice
A quality gate checks the output before you see it. Educational research only — never financial advice.
No trendslop
Valarn flags generic, narrative-driven language and claims without a supporting number, and shows where its analysts disagree — so you get evidence, not fashionable consensus.
How every Valarn report is built
The research process a hedge fund runs, simulated by AI agents
Work is split across specialist agents, argued out between a bull and a bear, then stress-tested by a risk committee before a single research view is produced — up to 25 AI agents on Pro+. Educational research only; we don't manage money or place trades.
- Data validation
- Specialist agents
- Bull vs bear debate
- Risk committee
- Final research view
Research, not advice — here's exactly what that means
What Valarn is
- An educational AI equity-research tool that helps you understand a stock
- Up to 25 AI agents that debate the bull case, the bear case, and the risks
- One clear, transparent research view — with the full reasoning shown
- A faster way to do your own homework before you decide
What Valarn is not
- Not financial, investment, or trading advice
- Not a buy, sell, or hold recommendation
- Not a promise of returns or future performance
- Not a substitute for a licensed financial professional
Valarn provides educational research to help you understand public companies. It is not financial, investment, or trading advice, and it makes no buy, sell, or hold recommendations and no performance or return promises. Always do your own research.
See it for yourself
Start free with one research report a month — no credit card required — or explore a sample report first.