Research stocks like a hedge fund
Specialist AI agents argue the bull case, the bear case and the risks — then show their work, so you can trade with confidence.
Built around real investor research workflows
- Up to 25 AI agent specialists per report
- Up to 3-round structured bull vs. bear debate
- 100+ data sources analyzed per run
- 5,913+ US-listed companies you can research
- ~5 min average report generation time
- From $0 free tier — no credit card required
- 6 LLM providers supported
Why Valarn
Depth, transparency, and speed — for everyone
The same research depth professionals expect, in a research view anyone can read in minutes.
Depth
Up to 25 AI agents, including a structured bull vs. bear debate — so you hear the bull AND the bear case, not a one-sided take.
Transparency
Full reasoning, an honest confidence score, and every source shown — see exactly why, with each claim traceable. No black box.
Accessible speed
One clear research view in minutes — free to start, built for everyone, individual investors and pro teams alike.
Why not just ask a chatbot?
Valarn vs. a single AI answer
A general chatbot gives you one confident answer you can't check. Valarn runs a team of specialist analysts, makes them argue both sides, cites every claim, and shows how confident it is — so you can judge the reasoning, not just trust the output.
| Criteria | Valarn | A single AI answer | DIY Research |
|---|---|---|---|
| Time to signal | 5 minutes | Instant, but unverifiable | 5–10 hrs of DIY research |
| Cost | From $19/mo | About $20/mo, no market data | $300+/mo in data and AI subscriptions |
| Analysis depth | Up to 25 AI agents | One model, one unverifiable take | One perspective |
| AI models | Six LLM providers — analysts can run on different models | One vendor's model, whichever you happened to open | Whichever single tool you subscribe to |
| Available | 24/7 | 24/7 | Only when you have time |
| Reasoning bias | Structured debate | No opposing view or risk check | Confirmation bias |
| Audit trail | Full transcript with every Standard+ report | No sources — you can't check the claims | No audit trail |
| Quality gate | A confidence score and a QA gate on every report | No confidence score or quality gate | Your own judgment |
The research desk, simulated
Every role a hedge fund staffs, run by an AI agent
A fund doesn't hand one analyst a stock and take their word for it. Work is split across specialists, argued over, and reviewed before anyone acts. Valarn runs that same process — up to 25 agents on Pro+.
- 1
The research desk
A hedge fund has
Sector, valuation and positioning teams, each covering one slice of the company
Valarn runs
Specialist agents split the company between them, one domain each — the numbers, the story, the filings and the flow.
Sector and fundamental analysts
MarketFundamentalsNewsSentimentSectorMacroSector RotationA valuation and quality team
ValuationEarningsCapital AllocationQuality & MoatPeer ComparisonA positioning and flow desk
InsiderShort InterestOptions FlowAnalyst ConsensusSEC Filings - 2
Bull vs bear debate
A hedge fund has
The long/short debate
Valarn runs
A bull and a bear argue the same evidence over several rounds, so the case is tested before it reaches you.
Bull Case ResearcherBear Case Researcher - 3
The ruling
A hedge fund has
The research head who rules on it
Valarn runs
One agent weighs both cases and rules on which argument the evidence actually supports.
Stock Reviewer - 4
Risk committee and final call
A hedge fund has
A risk committee, and the manager who makes the final call
Valarn runs
Three standing perspectives stress-test the surviving thesis, then the Risk Manager settles a single research view with its full reasoning shown.
A risk committee
AggressiveConservativeNeutralThe manager who makes the final call
Risk Manager - 5
Compliance review
A hedge fund has
A compliance desk that signs off before anything goes out
Valarn runs
Every report passes a compliance review before you read it.
Risk EngineCompliance Reviewer
Transparent by design
Every claim is traceable
See the full reasoning and every source behind your research. Valarn draws on trusted public data — no fabricated figures, no black box.
See a sample report
Congress Trading
See what Congress is trading
Disclosed STOCK Act trades for every member of the U.S. House and Senate — free to explore. Track Nancy Pelosi and the most active filers, or browse all 537 member profiles.
Public disclosure records · not affiliated with or endorsed by any official · educational research, never advice
How It Works
Stock Research Made Simple
1Enter a ticker
Enter any ticker — NVDA, TSLA, AAPL, or any stock you want to research.
2Choose report depth
Pick Basic (Free), Standard (Starter+), or Deep Debate (Pro+) to match your plan.
3AI agents run research
Up to 25 AI agents analyze fundamentals, news, sentiment, technicals, and risk simultaneously.
4Review your thesis
See the bull case, bear case, key risks, catalysts, and the final research thesis in a structured report.
5Track and rerun
Track research over time, rerun when earnings or news change, and compare runs side-by-side.
More than reports
A full research workflow, included
Everything you need to find, study, and revisit ideas — beyond the report itself.
0
AI Agent Specialists
Analysts, debaters & reviewer
0
LLM Providers
Provider choice scales with your plan
0×
Debate Rounds
Bull vs Bear before final thesis
0+
Data Sources
Across all analyst types and internet sites
Stock of the Week
This week's Pro+ report is free to read in full
A complete Pro+ research report on a real stock — published weekly, free for everyone.
AAPL
Apple Inc.
Apple’s fundamentals are strong — TTM revenue +14.2% and the latest quarter +16.4% y/y with iPhone +21.7%, Mac +28.7%, Services +12.1%, and 48.7% gross/32.0% operating margins alongside 4/4 EPS beats [F3][S1][F5][E1]. However, the shares carry a premium at 35.1x forward P/E versus a 27.6x peer median and at the 94th percentile of the 5‑year P/E band (38.6x vs 31.19x median), with just 2.01% FCF yield and a 0.31% dividend [V2][V5][F4][F9]. The price is near the Street mean target ($342.13 vs $337.18), options crowding is high, and near‑term implied moves of roughly ±3.2% (7D) and ±6.6% (30D) suggest expectations are already elevated for sustained double‑digit growth and stable margins [W1][F1][O2][O3][O4][E2][F5]. Our 12‑month stance is cautious: strong execution is acknowledged, but premium valuation, thin cash‑yield cushion, and crowding tilt the skew to execution risk into the 10/29 print and beyond [V2][F4][O2][C1].
Share it, earn research
Members earn 1 bonus report the moment they share, then 3 for every friend who joins.
A new report every week · educational research, not financial advice.
Who Uses Valarn
Built for serious investors
Whether you research one stock a month or run a full investment process, Valarn adapts to how you work.
Active retail traders
Get deep research on every trade idea before committing capital.
Long-term investors
Annual fundamental reviews with bull/bear scenario analysis.
Stock researchers
Accelerate your workflow with AI-assisted first-pass research.
Hedge funds & buy-side teams
Automate first-pass research across large coverage universes.
Wealth managers & RIAs
Deliver consistent, defensible analysis across every client portfolio.
Corporate strategy teams
Monitor competitors and market dynamics with structured AI research.
Runs on the world's best AI models
OpenAI
GPT-4o family
Anthropic
Claude 4 family (Haiku, Sonnet, Opus)
Gemini
Gemini 2 family
DeepSeek
DeepSeek V3 & R1
Grok
Grok 3 family
Ollama
Llama 3.1 (self-hosted)
EnterpriseAI model costs included · Provider availability varies by plan · Local Ollama (Enterprise only)
Put your whole portfolio under continuous research
Connect your brokerage and your real holdings load automatically — every position gets Valarn research coverage, concentration risk and upcoming catalysts, always in sync. Read-only, secured through Plaid.
Works with
Pricing
Start free. Scale when ready.
Every plan includes AI research reports. Standard reports cost 2 credits, Deep Debate starts at 3 — credits let you control depth and cost.
- 1 Basic AI Research Report / month
- Basic Report
- Market + News analysts with a brief risk summary
- Limited report history
- 20 Research Credits / month
- Standard Report — 7 analysis modes
- Default AI routing across OpenAI, Claude, Gemini & DeepSeek
- Up to 10 agents — 6 analysts + the 4-agent debate team
- Bull & bear case summaries
- Final research thesis
- Kanban research board & audio narrations
- 50 Research Credits / month
- Everything in Starter
- Deep Debate Reports
- OpenAI, Claude, Grok, Gemini, DeepSeek
- Up to 16 agents (Deep Debate)
- 3-round bull vs. bear AI debate
- AI Conviction Score, Event Timeline & Thesis Stress Test
- Premium model boosts: 5 / month
- Priority processing
- 75 Research Credits / month
- Everything in Pro
- Up to 25 agents (Deep Debate)
- Deep Debate reports: 25 / month
- Premium Analysts — Earnings, Valuation, Red Flag, Capital Allocation & Quality Moat
- Premium model boosts: 25 / month
- Claude Opus & DeepSeek R1 premium access
- 6 concurrent runs
Team
For investment clubs, research teams, and small funds
- 200 Shared Research Credits / month
- Everything in Pro+
- 3 seats included — add more via sales
- Team workspace & shared boards
- Admin-controlled model access
- Admin dashboard & usage tracking
No credit card required · Prices in USD · Not financial advice · Enterprise →
Valarn is coming to iPhone and Android
The same research process, sized for the phone in your pocket. Native apps are in development. Until they land, Valarn runs in any mobile browser — add it to your home screen and it opens full-screen, like an app.
Research report types
Every plan runs on research credits, and deeper reports use more of them. Free includes one Basic Report a month; Starter and higher include a monthly credit allowance that unlocks Standard and Deep Debate reports.
Basic Report
Free2 analysts (Market + News) plus the reviewer — 3 agents. Fast snapshot of technicals and headlines. ~1 minute.
Standard Report
Starter+Up to 10 agents — 6 analysts + the 4-agent debate team. Bull & bear summaries, risk profile, and final research thesis.
Deep Debate Report
Pro+Up to 25 agents (Pro+) or 16 (Pro). 3-round bull vs. bear debate, AI Conviction Score, Thesis Stress Test, Earnings, Valuation & premium specialists.
For Teams & Institutions
Managing a fund or investment team?
Team plan adds shared watchlists, team report history, admin dashboard, full API access, and priority support — built for investment clubs, small funds, family offices, and financial newsletter operations.
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
Research Disclaimer
Valarn provides AI-generated research for informational and educational purposes only. Valarn is not a registered investment adviser, broker-dealer, or financial planner. Research reports should not be treated as personalized investment advice or a recommendation to buy, sell, or hold any security. Past research performance does not guarantee future results. Always conduct your own due diligence and consult a qualified financial professional before making investment decisions.
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AI-generated research for informational purposes only. Not investment advice.