Comparison

Marginal AI vs Copydog

Price, ratings, monetisation and update history for both apps, side by side โ€” with what reviewers say about each.

Head to head
About

Marginal AI

Features
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Marginal AI: Deep-Reasoning Event Intelligence for Economics and U.S.-Listed Securities Marginal AI delivers agentic intelligence and alternative data for economics and U.S.-listed securities. It delivers personalized agentic reports, notifications, text alerts, and deep-reasoning chat, 24/7. Most tools focus on the normal course of business. Marginal AI covers that and what falls outside it: extraordinary events, the sporadic, unpredictable, and often high-impact developments that incumbent providers under-cover and general AI models struggle to surface reliably. WHAT YOU CAN DO * Deep-reasoning chat: Ask what happened, why it mattered, and how we know. Every claim links to its primary source, with general and specialist modes. * Agentic reports: Generate deep-research or summary reports on any company or theme, on demand or on a schedule, ranked by materiality and exportable to Word, PDF, or Excel. * Reports that learn your preferences: Edit a delivered report or request changes in plain English. Marginal AI applies what it learns to your current or future agentic subscriptions. * Delivery on your terms: Receive push notifications and text alerts at your chosen cadence, from real time to periodic. * Track what matters: Follow any company, person, team, group, phenomenon, event type, or theme. You control the topics, frequency, and depth. * Economics built in: Authoritative macroeconomic data feeds directly into retrieval. * Charts and screening: Visualize price and time-series data, then filter and rank U.S.-listed securities using financial metrics refreshed daily. BUILT FOR Investors and traders, sell-side bankers and research desks, lawyers, compliance and regulatory teams, consultants, researchers, data teams, and active individual investors. WHY IT IS DIFFERENT Marginal AI combines a proprietary event ontology, broad and specialized source coverage, provenance guardrails, multi-channel delivery, and configurable cadences, at a fraction of the cost of legacy providers and AI-native tools that do not specialize in extraordinary events. Every corporate event is deduplicated, corroborated, and sourced, with independent confirmations, market impact, and a verifiable citation for each claim, never a model-generated link. FREE TO START Create an account and use Marginal AI free with a monthly allowance of Compute Units. Subscriptions and one-time Compute Units Packs unlock higher allowances, agentic report subscriptions and greater depth. SUBSCRIPTIONS Marginal AI offers auto-renewing subscriptions and one-time purchases. Plans (Compute Units (CU) included each month): - Basic: $24.99 per month, or $219.99 per year - 240 CU - Intermediate: $35.99 per month, or $329.99 per year - 355 CU - Advanced: $89.99 per month, or $779.99 per year - 850 CU - Business: $359.99 per month - 3,400 CU Agentic report subscriptions: from $28.99 per week, priced by report depth and cadence. Monthly cadences from $45.99 per month. One-time purchases (no subscription): - Single reports: from $11.99 - Compute Units Packs: from $11.99 for 100 CU Payment is charged to your Apple Account at confirmation of purchase. Your subscription renews automatically unless auto-renew is turned off at least 24 hours before the end of the current period. Your account is charged for renewal within 24 hours prior to the end of the current period. You can manage your subscriptions and turn off auto-renewal in your Apple Account settings after purchase. Terms of Use: https://marginal-ai.com/terms Privacy Policy: https://marginal-ai.com/privacy Marginal AI provides information and intelligence only. It does not provide financial, investment, legal or tax advice, and it is not a broker-dealer or investment adviser. Always do your own research before making any decision.

About

Copydog

Features
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Copydog is a self-custodial Hyperliquid wallet for following proven traders โ€” live leaderboards, verified on-chain performance, portfolio and PnL tracking, price alerts, and copy trading you control. Browse a live leaderboard of top crypto and stock traders on Hyperliquid, check the on-chain record behind every number, and choose the ones you want to follow. Your funds stay in a wallet that belongs to you. RANKED BY REAL PERFORMANCE No self-reported track records or marketing claims. Every trader on the leaderboard is ranked by verified, on-chain results you can check yourself โ€” PnL, ROI, win rate, and exactly what they trade. CRYPTO AND STOCKS IN ONE PLACE From BTC and ETH to SPX, gold and oil โ€” follow traders across both markets from a single leaderboard. TRADER PROFILES IN DEPTH Open any trader and see their equity curve, closed round trips, open positions, per-asset breakdown, and drawdown. COPY TRADING YOU CONTROL Choose a trader, set your own allocation, and your account follows the positions you signed up to follow. Follow several traders at once. Adjust or stop whenever you want. WATCHLIST AND ALERTS Save the traders you care about and get notified when they open or close. SELF-CUSTODIAL & SECURE - Sign in with email or Google and a self-custodial wallet is created for you in seconds - Your funds stay in your own Hyperliquid account, never pooled with other users' - Your Copydog wallet is yours to export at any time, through Privy's own hosted flow, which neither our app nor our servers can read - The trading key that mirrors trades cannot withdraw or transfer your funds HOW IT WORKS 1. Browse the live leaderboard and open any trader's profile 2. Choose a trader and set how much to allocate 3. Your account follows that trader's positions, in real time 4. Track everything in Portfolio โ€” adjust or stop anytime DISCLOSURES Copydog is not an exchange. We operate no order book, perform no order matching, quote no prices, and are never counterparty to any trade. All trades execute on Hyperliquid, a public, decentralized protocol that Copydog neither operates nor controls. Copydog does not provide financial advice. RISK DISCLOSURE Copydog is a tool for copying traders, not financial advice. Copy trading uses leveraged perpetual futures, a high-risk product, you can lose some or all of your funds. Past performance doesn't guarantee future results. Only trade what you can afford to lose.

Screenshots

Marginal AI4 screens
Copydog4 screens

Verdict

The call

The clearest difference is in-app purchases: Copydog at none against Marginal AI's 10. Copydog also leads on update cadence (monthly vs every 2 months). Marginal AI's advantage is device support (3 vs 1) and iOS requirement (15.0 vs 17.0). On price and ads there is nothing between them.

Scored on Price ยท Rating ยท Positive reviews ยท Number of ratings ยท Update frequency ยท Ads ยท In-app purchases ยท Monetization ยท Best chart rank ยท Devices ยท Requires iOS

CostPrice ยท In-app purchases ยท Ads ยท Monetization

Both are free to download. Marginal AI sells 10 in-app purchases, starting at $34.99 per 7 days. Copydog asks for nothing beyond the download.

UpkeepUpdate frequency

Marginal AI ships an update every 2 months, Copydog monthly. The most recent releases landed on October 26, 2026 and October 21, 2026 respectively.

Scorecard4 real differences ยท 2 level
Marginal AI versus Copydog: the parameters behind the verdict, then further details
ParameterMarginal AICopydog
PriceFreeFree
Update frequencyEvery 2 monthsMonthly โ€” better
AdsNoNo
In-app purchasesYesNo โ€” better
DevicesiPhone, iPad, iPod โ€” betteriPhone
Requires iOS15.0 โ€” better17.0
Further details โ€” not scored
Size40 MB24 MB
Age rating17+17+
Developerquanti-techFuture Exploration Technologies Limited

In-app purchases

10 purchases

Marginal AI

Subscriptions7
  • Summary Email 2x Weekly$34.997 Days
  • Deep Research Email 2x Weekly$174.997 Days
  • Deep Research SMS 2x Weekly$179.997 Days
Show 4 more
  • Deep Research Email 2x Daily$219.997 Days
  • Deep Research SMS 2x Daily$229.997 Days
  • Deep Research SMS Monthly$239.991 Month
  • Deep Research Email Hourly$259.997 Days
One-time3
  • 500 CU Pack$57.99
  • 1500 CU Pack$171.99
  • 5000 CU Pack$579.00
None

Copydog

No in-app purchases

Questions

Is Marginal AI free?
Marginal AI is free to download, with in-app purchases available.
Is Copydog free?
Copydog is free to download, with no in-app purchases.
Do Marginal AI or Copydog have ads?
Neither Marginal AI nor Copydog shows ads.
Which is updated more often, Marginal AI or Copydog?
Marginal AI ships an update every 2 months, and Copydog monthly. Most recently, Marginal AI was updated on October 26, 2026 and Copydog on October 21, 2026.

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