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Full Platform Overview

Everything Valarn can do

From configurable AI research teams to adversarial debate to daily market briefs — explore the complete feature set.

25AI agents
3report types
28live data sources
6AI providers
Discovery

Discovery

Find what is moving — a live map of companies, insider activity and catalysts.

Three depths of research

Choose how deep to go

Every report type uses the same AI pipeline — more depth means more analysts, more debate rounds, and more structured output sections.

Basic

3 agents

Free

Fast single-stock snapshot. Market and News analysts run in parallel — no debate, no deep synthesis. Ideal for quick screening.

  • Market Analyst + News Analyst
  • Price action & recent headlines
  • Basic risk summary
  • Basic research view

Standard

Up to 10 agents

Starter+

Balanced AI research with full specialist coverage for your plan, plus a one-round Bull vs Bear debate and a structured research thesis.

  • Up to 6 specialist analysts (Starter)
  • Bull vs Bear debate — 1 round
  • Risk Manager review
  • Stock Reviewer final synthesis
  • Full research thesis with conviction score

Deep Debate

Up to 25 agents

Pro & up

Full adversarial multi-round debate with every analyst available on your plan. The most thorough research output Valarn produces.

  • All specialists for your tier (up to 21)
  • 1–3 configurable debate rounds
  • AI Conviction Score + agent agreement %
  • Scenario analysis (bear/base/bull prices)
  • Red Flag, Capital Allocation & Quality Moat (Pro+)

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 agents on Pro+. Educational research only; we don't manage money or place trades.

  1. Data validation
  2. Specialist agents
  3. Bull vs bear debate
  4. Risk committee
  5. Final research view
See how the process works

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

The Research Team

Up to 25 AI agents per report

Each plan unlocks more specialists. Every Standard+ report also includes the full Bull/Bear Debate team — 4 additional agents that argue both sides and synthesise a final thesis.

3

Free

2 core specialists + final synthesis

10

Starter

6 specialists + debate team

16

Pro

12 specialists + debate team

25

Pro+

21 specialists + debate team

Core Analysts

Market + News on Free · all six active on Starter+

Market Analyst

Free

Price action & technical analysis

Reads price structure, volume patterns, and technical indicators to identify momentum shifts, trend direction, and key entry or exit levels.

  • Candlestick & OHLCV data analysis
  • Simple & Exponential Moving Averages
  • RSI, MACD, and Bollinger Band interpretation
  • Volume-weighted price analysis
  • Support, resistance, and breakout detection
  • Trend strength and reversal signals
  • Beta, volatility, drawdown & relative strength vs S&P 500

News Analyst

Free

Headlines, events & macro context

Scans breaking news, press releases, and macro developments to identify catalysts that could move the stock in the near term.

  • Real-time news headline scanning
  • Earnings announcements and guidance
  • Analyst upgrades and downgrades
  • M&A, partnerships, and product launches
  • Macro events: Fed, inflation, employment
  • Regulatory and legal developments

Fundamentals Analyst

Starter+

Intrinsic value & financial health

Digs into financial statements, earnings history, and valuation metrics to determine whether a stock is priced fairly relative to its business quality.

  • SEC 10-K and 10-Q filing analysis
  • Revenue growth and profit margin trends
  • P/E, P/S, and EV/EBITDA ratio assessment
  • Debt-to-equity and interest coverage
  • Free cash flow and working capital
  • Forward guidance and analyst consensus

Sentiment Analyst

Starter+

How the story has been told

Reads the 90-day company news record — narrative shifts, controversy, and how coverage is turning — and states plainly that no social or retail sentiment feed sits behind it.

  • 90-day company news headline record
  • Narrative shifts and turning coverage
  • Controversy and source-quality concerns
  • Confirmed facts separated from unverified claims
  • Explicit "no data" rather than an inferred neutral
  • No social or retail sentiment feed — reported as unavailable

Sector Analyst

Starter+

Competitive position & peer valuation

Benchmarks the company against its peer group, assessing where it sits in the competitive landscape and whether the market prices it at a premium or discount to sector peers.

  • Competitive position ranking (leader/challenger/laggard)
  • Peer P/E, P/S, and EV/EBITDA comparison
  • Sector tailwind and headwind assessment
  • Market share trajectory analysis
  • Key risks vs. sector opportunities
  • Data from licensed market-data and fundamentals providers

Catalyst Analyst

Starter+

Upcoming events & earnings preview

Identifies near-term events that could materially move the stock within 30–90 days, producing a full earnings preview when the next report is within 30 days.

  • Earnings date tracking & surprise history
  • Historical EPS beat rate analysis
  • Implied price reaction range
  • Product launch & regulatory calendar
  • Macro event impact assessment
  • Options flow confirmation signals

Pro AnalystsPro & up

Adds institutional-grade data: insider activity, macro context, analyst consensus, thesis stress testing, and more

Insider Analyst

SEC Form 4 filings & institutional flow

Monitors Form 4 filings from EDGAR to detect meaningful shifts in insider conviction — distinguishing pre-planned 10b5-1 sales from genuine open-market purchases.

Thesis Stress Tester

Devil's advocate stress test

Takes the opposite view of the bull thesis and builds the strongest possible case for why it will fail — probing assumptions, valuations, and macro risks.

Event Timeline

Upcoming catalysts & key dates

Compiles a near-term event calendar: next earnings date, options expiry, product launches, and macro catalysts — ranked by potential price impact.

Macro Analysis

Fed, rates, GDP & global context

Reads macro indicators — Fed rate, CPI, GDP, VIX, unemployment, and yield curve — to assess the macro tailwind or headwind behind the individual thesis.

Analyst Consensus

Wall Street ratings & price targets

Aggregates sell-side consensus: buy/sell/hold ratings distribution, mean and range of analyst price targets, and the gap between consensus and current price.

Short Interest

Short squeeze & borrow cost signals

Analyses short float percentage, days-to-cover, and borrow cost to identify potential squeeze setups or crowded short positions that could catalyse a reversal.

Pro+ AnalystsPro+ & up

Elite coverage: earnings deep-dives, valuation models, capital allocation grading, quality & moat assessment, and more

Earnings & Guidance

EPS quality, beat/miss trends & margin

Deep-dives into earnings quality: beat rate, guidance tone, margin trajectory, and whether reported earnings are backed by genuine free cash flow growth.

Valuation Analysis

Bear / base / bull price scenarios

Builds three price scenarios (bear, base, bull) using DCF assumptions and relative multiples vs peers — producing a structured view on upside/downside asymmetry.

Peer Comparison

Relative value vs the sector universe

Ranks the stock across its full peer universe on revenue growth, margin, return on equity, and valuation multiples — identifying whether the premium or discount is deserved.

Sector Rotation

Sector momentum & ETF flow signals

Monitors sector ETF relative performance and fund flows to determine whether capital is rotating into or out of this company's sector — a critical macro positioning input.

Options Flow

Unusual activity & institutional positioning

Reads unusual options activity — large sweeps, deep in/out-of-the-money bets, and open interest builds — to surface what well-capitalised players may be expecting.

SEC Filings

10-K / 10-Q risk factors & language

Reads the risk factors section, MD&A, and footnotes of recent 10-K and 10-Q filings for red flags, tone changes, or forward-looking language shifts.

Red Flag Analyst

Going-concern, debt stress & fraud signals

Synthesises SEC red flags, insider sell clusters, debt covenant stress, and going-concern language to surface existential or near-term financial risks.

Capital Allocation

Buybacks, dividends & dilution grade

Grades management's capital return track record: FCF yield vs buyback activity, dividend coverage ratio, dilution risk, and debt reduction trajectory.

Quality & Moat

ROIC, margin durability & pricing power

Assesses business quality: ROIC relative to WACC, gross margin durability over 5 years, revenue quality, and pricing power signals — the building blocks of a durable moat.

Bull / Bear Debate TeamStarter+ · Standard & Deep Debate reports

4 agents that run after all specialists — they argue both sides and synthesise a final thesis

Bull Case Researcher

Builds the strongest case for upside

Reads all analyst memos and constructs the most compelling long case — identifying growth catalysts, competitive moats, underappreciated tailwinds, and asymmetric upside scenarios.

  • Revenue growth catalyst identification
  • Competitive moat & durable advantage analysis
  • Positive sector tailwind mapping
  • Earnings momentum & surprise history
  • Valuation upside scenario modelling
  • 1–3 round adversarial debate with Bear

Bear Case Researcher

Challenges every assumption, finds downside

Stress-tests the bull case — probing valuation stretch, execution risk, competitive threats, and macro headwinds that could materially impair or break the investment thesis.

  • Valuation stretch & multiple compression risk
  • Macro & regulatory headwind analysis
  • Competitive threat & disruptor identification
  • Balance sheet vulnerability detection
  • Earnings miss & guidance risk assessment
  • Full adversarial debate transcript

Risk Manager

Identifies thesis-breaking risks

Reviews both debate sides and surfaces the most credible scenarios that could break the bull thesis — acting as devil's advocate to expose hidden vulnerabilities before you act.

  • Downside scenario modelling
  • Weak assumption & logic gap detection
  • Volatility & liquidity risk assessment
  • Event & tail risk mapping
  • Position sizing implications
  • Thesis stress-test output

Stock Reviewer

Synthesises all research into a final thesis

Reads the complete debate thread, all analyst memos, and the risk assessment — then applies your configured risk profile and decision style to produce a unified thesis with a conviction score.

  • Full debate thread synthesis
  • Conviction scoring (0–100%)
  • Risk-adjusted recommendation
  • Bull vs. bear weight assessment
  • Decision style application (consensus / contrarian / momentum)
  • Complete reasoning chain exported

AI Research

Build & configure your AI research team

The Research Pipeline page gives you granular control over your entire AI research pipeline. Save multiple named team configurations, assign different AI models to different roles, customise every agent's reasoning instructions, control the debate depth, and tune how the final signal is reached — all from a visual interface, no code required.

Open Team Builder

Research Pipeline Architecture

1

AI Research Agents

Up to 21 specialist analysts run in parallel — drawing from curated live data sources to produce independent research memos. Which analysts run depends on your plan and report type.

Parallel executionPer-agent AI modelUp to 21 specialistsConfigurable prompts
2

Adversarial Debate

Two AI advocates — Bull and Bear — read all analyst memos and argue opposite sides across 1–3 configurable rounds. Included in Standard and Deep Debate report types.

1–3 rounds3 debate stylesIndependent AI per sideFull transcript saved
3

Final Synthesis

The Stock Reviewer reads the full debate thread, weighs which case the evidence supports, and outputs a structured research thesis with a conviction score and complete reasoning.

Risk weightingDecision styleConviction scoredPDF + audio export

Configuration & Customisation

Every knob, every dial

Unlimited Team Configurations

Save multiple named team setups. The Baseline Free Configuration is always preserved as a read-only reference — create unlimited custom copies and tune each independently.

  • Baseline always preserved, never editable
  • Unlimited custom team configs
  • Name and describe each team
  • Select which team runs each analysis

Per-Agent AI Model Selection

Every agent in your team runs on the model you choose — independently. Mix OpenAI, Claude, Gemini, and others across different roles for maximum coverage.

  • 5 cloud providers, plus local Ollama on Enterprise
  • Analysts, debaters & reviewer all configurable
  • Mix providers freely across agents
  • AI model costs included in your plan

Custom System Prompts

Override any analyst's full instructions, or use additive mode to append without replacing Valarn's optimised defaults. Control exactly how each agent reasons.

  • Full system prompt override per agent
  • Additive mode: extend, don't replace
  • Applies to all agents including debaters
  • Blank = Valarn optimised default

Debate Customisation

1–3 rounds of depth, three debate styles (Aggressive / Balanced / Conservative), and separate AI model selection for the bull and bear advocates with custom prompts per side.

  • 1–3 configurable rounds
  • Aggressive · Balanced · Conservative styles
  • Independent AI model per debater
  • Custom bull & bear advocate prompts

Portfolio Manager Settings

Tune the final decision-maker to your investment philosophy. Risk weighting controls how ambiguity is resolved; decision style shapes which research factors carry the most weight.

  • Conservative · Balanced · Aggressive risk
  • Consensus · Contrarian · Momentum styles
  • Fundamental-first mode for value investors
  • Custom manager system prompt

Data Source Control

Enable or disable individual data feeds per analyst. 18 live sources across 6 categories today — social sentiment and alternative data are not live yet.

  • 18 live sources + more coming soon
  • Toggle per analyst, not globally
  • Active vs coming-soon status shown
  • Alternative & supply chain data coming

Interface

Everything visible, nothing hidden

Pipeline Overview

A visual overview shows the current state of your team — all agents, debate config, and manager — at a glance. Click any stage to configure it inline.

AI Agents

Every analyst on one screen: enable or disable it, pick its provider and model, override or extend its system prompt, and toggle its data feeds independently.

Model Settings

Debate rounds and style, separate AI models and custom prompts for the Bull and Bear advocates, and the portfolio manager's risk weighting — all from one screen.

Report Output

Shows exactly which sections each report type produces, so you can see what a Basic, Standard, or Deep Debate run will actually hand back before you spend a credit.

Research Data

32 data sources. 28 live today.

Each analyst draws from a curated set of data feeds. Enable exactly what's relevant to your strategy — with live status on every source.

Market Data

6
  • Price & OHLCV

    Historical price, volume, and candlestick data

    Live
  • Technical Indicators

    RSI, MACD, Bollinger Bands, Moving Averages

    Live
  • Options Flow

    Put/call ratio and unusual options activity

    Live
  • Dark Pool Prints

    Off-exchange block trade signals

    Soon
  • Short Interest

    Short float %, days to cover, borrow rate

    Live
  • Sector Trends

    Sector ETF momentum across all 11 GICS sectors

    Live

Fundamentals

9
  • Financial Statements

    Income statement, balance sheet, cash flow

    Live
  • SEC Filings

    10-K, 10-Q, 8-K from EDGAR

    Live
  • Earnings Data

    EPS estimates, guidance, surprise history

    Live
  • Analyst Ratings

    Price targets, buy/sell/hold consensus

    Live
  • Insider Transactions

    SEC Form 4 filings — insider purchases & sales

    Live
  • Peer Comp Multiples

    P/E, P/S, EV/EBITDA vs peer universe from licensed market-data providers

    Live
  • Earnings Calendar

    Next earnings date, consensus EPS, historical beat rate

    Live
  • Institutional Holdings

    13-F rollup: institutional % held and top holders

    Live
  • Earnings Transcripts

    Earnings call transcript excerpts by section

    Live

News & Events

6
  • News Feeds

    Real-time headlines and summaries

    Live
  • Press Releases

    Company announcements and IR communications

    Live
  • Macro Events

    Fed, CPI, jobs reports, rate decisions

    Live
  • Events & Catalysts

    Earnings, IPOs, dividends, splits & macro on a unified calendar

    Live
  • Congressional Trades

    Disclosed US House & Senate stock transactions (STOCK Act) — every member of Congress tracked, with a public profile page for each

    Live
  • IPO & New Listings

    Filed, priced & recently-listed IPOs

    Live

Sentiment

3
  • Reddit Sentiment

    r/stocks, r/wallstreetbets tone analysis

    Soon
  • StockTwits Sentiment

    Retail trader sentiment stream and bull/bear ratio

    Soon
  • Google Trends

    Search interest spikes as retail attention signal

    Soon

Macro & Economic

2
  • Macro Indicators

    Fed rate, CPI, GDP growth, unemployment, 10-yr yield, VIX

    Live
  • Yield Curve & Rates

    2Y and 10Y Treasury yields and the 10Y-2Y spread

    Live

Geospatial & Alt-Data

6
  • Market Impact Map

    Convergence signals mapped to company HQs & supply-chain sites

    Live
  • Natural-Hazard Events

    USGS earthquakes + NASA EONET wildfires, storms & floods

    Live
  • Active Fires

    NASA FIRMS near-real-time VIIRS fire detections

    Live
  • Live Vessels (AIS)

    Tanker & cargo traffic through strategic shipping chokepoints

    Live
  • Ports & Chokepoints

    Major container ports and strategic maritime chokepoints

    Live
  • Rocket Launches

    Upcoming launches at their pads — space & defense catalysts

    Live

Platform Capabilities

The full analysis engine

Bull vs Bear Debate

Two AI advocates argue opposite sides of the research. Bull builds the case; Bear challenges every assumption. Standard reports include 1 round — Pro deep debates unlock up to 3 configurable rounds.

  • 1 round in Standard reports (Starter+)
  • Up to 3 rounds in Deep Debate (Pro and up)
  • Full debate transcript with every Standard+ report
  • Each side cites analyst findings

Daily Market Brief

A fresh market overview every morning before the open: sector momentum, earnings calendar, macro events, and IPO watch — all automatically generated from live data. No report credits needed.

  • Auto-generated before market open
  • Sector ETF momentum across 11 sectors
  • Earnings calendar & upcoming catalysts
  • Available from Starter+

AI Audio Reports

Every research report can be listened to — ideal for reviewing research hands-free. The chaptered Audio Brief (~5–7 min) reads the view, the scenario levels, how the desk lined up, the numbers, what could break the thesis, catalysts and data caveats straight from the report. The Podcast (~8–10 min) has the Bull and Bear argue their actual briefs and the PM reconcile.

  • Chaptered Audio Brief read from the report's own evidence
  • Bull / Bear / PM podcast debate in four voices
  • Transcript saved with every episode; streamed on any device via /listen
  • Available from Starter+

Backtesting & Strategy Lab

Test transparent, mechanical trading rules on a stock's real historical prices — single-stock and portfolio backtests, a Strategy Lab that ranks classic strategies head-to-head, and a screen that runs one rule across many tickers. Educational historical simulation, never a prediction or advice.

  • Single-stock & portfolio backtests
  • Strategy Lab: rank strategies on one stock
  • Strategy screen across many tickers
  • Educational simulation — not a prediction

Scheduled Analysis

Set Valarn to run automatically on a schedule — daily before market open, weekly after close, or any custom cadence. You'll receive updated research reports without lifting a finger.

  • Daily, weekly, or custom schedule
  • Automatic watchlist coverage
  • Email notification on complete
  • Pause or adjust anytime

Research Calibration

Every research output Valarn generates is timestamped and stored. See how each prior research view aged against later outcomes, compare runs across dates, and see which analysts' views were best calibrated. A per-symbol forecast track record shows how each past scenario forecast (bear / base / bull) tracked against where the price actually went. This is calibration of past research, not a performance claim or a prediction of future results.

  • Full research history with dates
  • Per-symbol forecast track record vs. actual price
  • Side-by-side run comparison
  • Symbol-level trend view
  • Export to CSV for external analysis

Checkpoint & Resume

For large watchlists (10+ symbols), enable checkpointing so a crashed or interrupted run picks up exactly where it left off — no duplicate analysis, no wasted credits.

  • Per-symbol progress saved
  • Auto-resume after failure
  • Recommended for 10+ symbols
  • Zero duplicate credit usage

Persona Lens

Re-frame the final thesis through a legendary investor's lens — Buffett-style quality & moat, Lynch-style growth, or Graham-style margin of safety. A perspective overlay for learning, never personalized advice.

  • Buffett, Lynch & Graham framings
  • Applied to the final synthesis
  • Educational perspective, not advice
  • One-click toggle on any report

Investor Cheat Sheet

A plain-English summary at the top of every report — what the analysis found, why it matters, and what to watch next — so you get the gist in 30 seconds before diving into the detail.

  • Beginner-friendly TL;DR
  • What it found and why it matters
  • Key risks & catalysts to watch
  • On every research report

Thesis Tracking

See how a stock's thesis evolves across runs. Valarn highlights what changed since your last report — new catalysts, rating shifts, and emerging risks — so you can follow a living thesis over time.

  • "What changed" since the last run
  • Rating & conviction shifts
  • New catalysts and risks surfaced
  • Per-symbol thesis timeline

Eight Languages

Use Valarn in your language. The platform, research reports, and legal pages are available in English, Spanish, French, German, Portuguese, Japanese, Simplified Chinese, and Arabic.

  • English, Español, Français, Deutsch
  • Português, 日本語, 简体中文, العربية
  • Localized reports & legal pages
  • Switch language anytime

Powered by the best AI models

Valarn is model-agnostic and routes analysis through best-in-class providers. AI model costs are included in your plan. Assign different providers to different roles in the same pipeline.

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)

Enterprise only

More than analysts — a full research toolkit

Every report unlocks tools to question it, visualize it, export it, and track what you research over time. Plan availability varies — see pricing for details.

Audio narration & podcast

Listen to your research on the go — natural narration plus a multi-voice bull-vs-bear podcast of the debate.

  • Natural-voice narration
  • Multi-voice bull vs. bear podcast
  • Listen on the commute
Starter+

Ask Valarn — grounded Q&A

Ask questions about any report and get answers grounded only in that report's sourced findings — with citations, not invented numbers.

  • Answers cite the report's own evidence
  • No fabricated figures or outside guesses
  • Follow-up questions in plain language
Starter+

Research integrity checks

Valarn is built to resist "trendslop" — the tendency of AI to smooth every question into one fashionable, consensus answer. It shows where the analysts and models disagree, flags generic language that isn't backed by a number, and makes every report state what would break its own thesis.

  • Reasoning-quality review flags generic, evidence-free language (Pro+ deep reports)
  • Consensus-risk & model-disagreement view — never one smoothed answer
  • Every report must state what would prove its thesis wrong
  • Each claim traced to its source in the evidence ledger

Quant lab & backtesting

Backtest a mechanical rule on historical prices, model factor exposures, and stress-test the results — educational simulation, never advice.

  • Strategy Lab & portfolio backtests
  • Fama–French factor exposures
  • Overfitting-aware (deflated Sharpe)

Research workspace & search

Keep every report, note, and upload in one hub — and ask across all of it with keyword and semantic search.

  • One home for all your research
  • Keyword + semantic search
  • Notes & document uploads

Catalyst calendar & sync

Earnings, dividends, and events populate automatically so you're never blindsided — and sync to Google, Outlook, or ICS.

  • Auto-populated catalysts
  • Google · Outlook · ICS sync
  • Reminders before events

Discovery & daily market brief

Find ideas worth researching, with a fresh market brief every day to keep you oriented.

  • A curated discovery feed
  • A daily market brief
  • Signals worth a closer look
Starter+

Reports, exports & share links

Save your research, export to PDF, Word, CSV, or JSON, and share a report with a secure link.

  • PDF · Word · CSV · JSON
  • Secure shareable links
  • Full report history

Holdings & portfolio intel

Track your positions with live prices, day P&L, and sector weights — added manually or synced from your brokerage.

  • Live-priced positions & day P&L
  • Sector allocation & weights
  • Manual or brokerage import

Ready to build your team?

Free plan includes 1 research report per month. No credit card required. Your team is configured and ready in under two minutes.