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Security & Trust

Trust you can see, not just take our word for

Valarn shows you the full reasoning behind every research view, traces every claim to a source, and tells you honestly how much to trust it. Educational research, never advice.

Plainly stated

Educational research, not advice

Valarn helps you understand a stock and form your own view. It does not tell you what to do with your money. Here is exactly what that means.

What Valarn is

  • An educational AI equity-research tool that helps you understand a stock
  • 25 specialist AI analysts 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

Transparency as trust

No black box. Ever.

You should never have to take a research view on faith. Every Valarn report opens up its full reasoning, shows its sources, and is honest about how confident it is.

Full agent reasoning

Every report shows the complete reasoning chain — each analyst memo, the bull and bear arguments, and the final synthesis. No hidden steps, no black box.

Source audit on every claim

Each report includes a source audit so you can trace where the data came from and see exactly why the analysis reached its view.

Honest confidence

Confidence reflects real uncertainty — it is not inflated. When the analysts disagree, that shows up in the score instead of being smoothed over.

A quality gate that tells you when data is thin

A built-in QA pass flags reports built on thin or conflicting data, so you always know how much to trust a given research view.

Honest AI

Confidence that reflects reality

An AI that is always sure of itself is not trustworthy. Valarn is built to be calibrated and honest — reconciling numbers against primary filings and surfacing conflicts instead of hiding them.

Reconciled against primary filings

Key numbers are cross-checked against primary SEC EDGAR filings. When sources disagree, the conflict is surfaced in the report rather than quietly resolved.

Calibrated, not confident-by-default

A research view comes with a conviction score that reflects genuine uncertainty. Thin data lowers confidence — we would rather tell you "we're not sure" than pretend.

Both sides, every time

The bull case and the bear case both get argued. You see the upside, the downside, and what would change the view — not a one-sided take.

Your data

Your research stays yours

Your research is private by default, encrypted in transit, and always portable. You stay in control of what you keep, export, share, or delete.

Private to your account

Your research is private to your account. Nothing is shared until you choose to create a share link — and you can revoke it at any time.

Encrypted in transit

Traffic between you and Valarn is encrypted in transit over HTTPS.

Yours to export

Export your reports and research as PDF, Word, CSV, or JSON whenever you want. Your work is portable.

Yours to delete

You can delete your research. Our approach aligns with GDPR and CCPA principles around access, portability, and deletion.

Where the data comes from

Reputable, traceable sources

Valarn draws on established public and market data providers. Every report's source audit ties each claim back to where it came from.

Yahoo FinanceSEC EDGARFMPFREDGDELT

Trust, in plain answers

Is this financial advice?

No. Valarn is an educational research tool. It does not give financial, investment, or trading advice, and nothing it produces is a buy, sell, or hold recommendation. Always do your own research and consider a licensed professional.

Where does the data come from?

From reputable public and market data providers. Every report includes a source audit so you can trace each claim back to where it came from.

Who can see my research?

Only you. Your research is private to your account and is never shared unless you explicitly create a share link — which you can revoke at any time.

Does Valarn promise returns?

Never. We make no promises about returns or future performance. Confidence scores reflect genuine uncertainty, not a forecast of how a stock will move.

Valarn provides educational research only. It is not financial, investment, or trading advice, makes no recommendation to buy, sell, or hold any security, and promises no returns or future performance. Always do your own research and consider a licensed financial professional before making any decision.

See the transparency for yourself

Open a live sample report and read every analyst memo, the full bull and bear debate, and the source audit behind it. Educational research, never advice.