Research any stock 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.
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
What we are not
- We don't manage money or hold any client assets
- We don't place trades or execute orders
- We don't give personal advice — everyone gets the same research process, run on the stock you pick
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 specialist 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
How it works
End-to-end research, fully automated
From raw data to a complete research report — Valarn handles the entire research pipeline.
Multiple analysts. Every angle.
Valarn deploys up to 25 specialized AI agents — the exact number varies by your plan and report type. Each takes a different angle, so no single view has to carry the whole case.

Market Analyst
Price action, momentum & key levels

Fundamentals Analyst
Revenue, margins, valuation & earnings

News Analyst
Market-moving events & macro shifts

Sentiment Analyst
Social, retail & options-flow tone
Debate before deciding.
After research completes, two AI advocates argue opposite sides of every case. Up to 3 rounds of structured debate surface blind spots no single model catches.

Bull Case
Strong iPhone 16 cycle with AI features driving upgrade demand. Services margin expanding at 32% YoY — structural tailwind continues.

Bear Case
Valuation stretched at 28× forward P/E. China headwinds and antitrust pressure limit near-term multiple expansion opportunities.
One clear thesis. Full reasoning.
A Stock Reviewer AI reads the entire debate, weighs which case the evidence supports, and produces a research-backed thesis with a conviction score and complete reasoning chain.
BullishTrack and revisit your research.
Every research report is stored with a timestamp. Track research over time, compare analysis runs side-by-side, and rerun when earnings or news change.

Illustrative — research activity, not investment performance.
Sample Report
See what a real report looks like
A live preview of a Starter report for ACME Industrial Corp. — a fictional company.
ACME
$147.50ACME Industrial Corp. · Industrial Automation & Robotics
ACME Industrial Corp. is seeing accelerating demand for factory automation, holds a near-monopoly position in legacy-to-smart retrofit kits, and carries a robust backlog that provides 14 months of forward revenue visibility. Q1 2026 results beat consensus on both revenue (+11.2% YoY) and EPS ($1.42 vs. $1.31 est.), and management raised full-year guidance to $6.10–6.30 EPS, implying ~18% growth.
Scenario Analysis · Bull, base & bear
Bear Case
Downside
if key risks play out
Base Case
Base case
most likely path
Bull Case
Upside
if drivers deliver
Analyst Review · 4 Core Analysts
This is a Starter report. Pro & Pro+ unlock 20+ more sections.
Scenario reasoning · Debate · Risk committee · Insider activity · Full analyst reports
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.
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.
A single AI answer
- One model, one unverifiable take
- No sources — you can't check the claims
- No opposing view or risk check
- No confidence score or quality gate
Valarn
- Up to 25 AI agents, each on one domain or role
- Every claim traceable to its source
- A structured bull-vs-bear debate surfaces blind spots
- A confidence score and a QA gate on every report
Why Valarn
AI research vs. going it alone
Stop spending hours on DIY research. Get institutional-grade analysis on demand.
Runs on the world's best AI models
OpenAI
GPT flagship & mini
Anthropic
Claude Opus & Sonnet
Gemini Pro & Flash
DeepSeek
Reasoner & Chat
Grok / xAI
Grok reasoning models
Ollama
Local & private models
EnterpriseFuture AI
New models added quickly
Coming SoonAI model costs included · Provider availability varies by plan · Local Ollama (Enterprise only)
Bring research into the tools you already use
Route Valarn research events — a finished report, a changed view, an upcoming earnings date — straight to Slack, Microsoft Teams, Discord, Zapier, email, or any webhook.
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 — 6 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
- Integrations — Teams, Discord, Email & webhooks
- 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 →
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). 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. ~2–4 minutes.
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. ~3–5 minutes.

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 specialist 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.