Marginal AI Detailed Overview

Marginal AI is a specialized tool for tracking extraordinary events that fall outside the routine scope of business operations for U.S. corporations. These events - such as litigation, regulatory actions, insurance claims, new legislation, cyber-attacks, contingent liabilities, pandemics, mergers & acquisitions, macroeconomic shifts, and over four hundred more - can have a significant impact on businesses yet remain unpredictable and difficult to track.

Marginal AI provides fast, seamless access to crucial event-driven information, broadening coverage in one centralized platform - without the need for coding, manual workflows, and at a relatively low cost.

Extraordinary Events Are Unpredictable, Non-Recurring, and High-Impact - Stay Ahead with Proactive Tracking

Why Extraordinary Events Matter

Unpredictable: These events occur without warning, making proactive tracking essential.

Non-Recurring : Unlike operational business cycles, extraordinary events do not follow patterns.

High Impact: When they happen, they can significantly alter a company’s or industry’s trajectory.

Whether you’re operating in private or public markets, tracking extraordinary events that impact publicly listed U.S. corporations is essential for:

  • Company Comparables & Benchmarking: such as understanding how similar firms react to non-operating events
  • Investor Memorandums, Due Diligence & Disclosures: such as identifying and disclosing material risks and exposures, and modelling scenarios.
  • Historical Evaluations: such as assessing longer-term impact and scenario analysis
  • Risk Assessments: such as factoring in external shocks for decision-making.
  • Investment & Budgeting Decisions: such as factoring in external shocks for decision-making and planning, and evaluating event-driven market movements.
  • Origination & Research: such as identifying trends and opportunities before they gain widespread attention, or complementing research workflows.

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Examples of Extraordinary Events

1. Regulatory & Legislative Actions

  • New Legislation & Draft Laws: Introduction of new tax laws, consumer protection regulations, or financial industry reforms that require businesses to adjust their operations.
  • Regulatory Enforcement & Penalties: Cease-and-desist orders, civil money penalties, regulatory sanctions, prohibition orders, or removal orders imposed by government agencies.
  • Antitrust & Market Manipulation Cases: Investigations into monopolistic behaviour, collusion, price-fixing, or market manipulation.
  • Corporate Governance & Compliance Failures: Enforcement actions due to internal control weaknesses, material misstatements, or violations of financial reporting standards.
  • Consumer Protection Violations: Penalties for misleading advertising, unfair business practices, or product safety failures.
  • Government Subsidies, Bailouts & Nationalization: State interventions such as corporate bailouts, loan restructuring, implicit or explicity government guarantees, or outright nationalization of assets.
  • Tax Disputes & Settlements: Government-initiated tax evasion cases, unexpected tax settlements, or changes in corporate tax rates impacting profitability.

2. Mergers & Acquisitions (M&A) and Corporate Restructuring

  • Mergers & Acquisitions: Takeovers, joint ventures, or consolidations that alter competitive dynamics.
  • Corporate Restructuring & Reorganizations: Asset sales, spin-offs, divestitures, and business unit consolidations.
  • Bankruptcy & Liquidation: Chapter 7 and Chapter 11 filings, receivership, or forced asset liquidation due to financial distress.

3. Litigation & Legal Disputes

  • Class Action & Shareholder Lawsuits: Claims against corporations for securities fraud, labour disputes, or product liabilities.
  • Contractual Disputes & Breach of Agreements: Settlements and court rulings over contract violations, intellectual property disputes, or supplier conflicts.
  • White-Collar Crimes: Fraud, insider trading, money laundering, or corporate misconduct cases leading to fines or criminal penalties.
  • Intellectual Property Theft & Patent Disputes: Cases involving trade secret leaks, copyright violations, or patent infringement.

4. Operational & Technological Disruptions

  • Cyber Attacks & Data Breaches: Successful ransomware attacks, hacking incidents, or unauthorized access.
  • Supply Chain Disruptions: Shortages, bottlenecks, or transportation failures.
  • Product Recalls & Safety Issues: Faulty or dangerous products being pulled from markets.

5. Force Majeure & Environmental Events

  • Pandemics & Health Crises: Outbreaks leading to operational shutdowns, regulatory restrictions, drastic fall in economic activity, or workforce and product shortages.
  • Disasters: Hurricanes, earthquakes, wildfires, or extreme weather causing asset damage and operational disruptions.
  • Geopolitical Conflicts & Trade Sanctions: Wars, embargoes, economic sanctions, or political instability affecting business continuity.

Marginal AI: The Smarter Way to Track Extraordinary Events

Why Traditional Solutions Fall Short

Current data providers, AI models, and direct paid and free data sources fail to offer a comprehensive, efficient, and cost-effective solution for tracking extraordinary events:

  • General AI models lack domain expertise, missing non-operating business events and failing to integrate with fragmented data sources.
  • Premium data platforms charge prohibitive fees and still require manual workflows or coding for API integration for full event tracking.
  • Existing datasets relevant to extraordinary events at premium data platforms are incomplete and limited in scope.
  • Requirements to code and integrate APIs (where available) makes it inaccessible for a non-technical user.
  • Manually searching and retrieving data is time-consuming, as most fragmented sources lack APIs altogether, requiring users to navigate complex search engines, register for multiple platforms, and comb through raw data manually.
  • Dedicate hours or days to data extraction because filtering relevant information from regulatory filings, court records, financial reports, public disclosures, news sources, and press releases is an exhaustive process.

With Marginal AI, you can:

  • Access Critical Information in One Place – No more sifting through fragmented data sources or writing custom code.
  • Save Time and Effort – Extract insights in seconds instead of hours or days.
  • Broaden Your Event Coverage – Track a full spectrum of extraordinary events beyond what traditional providers offer.
  • Reduce Costs Dramatically – Get superior intelligence at a fraction of the price of existing solutions.
  • Seamlessly Integrate Into Your Workflow – Use an intuitive chat-based interface with optional push/email alerts tailored to your industry or company preferences. Additional option available for businesses: custom integrate Marginal AI into your existing workflow.

MARGINAL AI PRICING

New users get 5 free queries to explore the platform before upgrading.

Subscription Tiers

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Note: If users exceed their monthly query limit, they can either upgrade their plan or pay per additional query.

Push & Email Notification Service

Stay updated on extraordinary events with alerts for selected companies and/ or industries. The below pricing includes tracking up to 20 companies and/ or up to 5 industries.

Push + Email Notifications

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Push + Email + WhatsApp or SMS Notifications

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For users tracking more than 20 companies or 5 industries, pricing is multiplied accordingly.

  • Example: If a user wants alerts for 21-40 companies or 6-10 industries, the rate is x2 the listed price.
  • Example: If tracking 41 - 60 companies or 11-15 industries, the r ate is x3 the listed price, and so on.

Enterprise Bulk Discounts & Custom Integrations

  • Volume Discounts: Organizations purchasing 10 + licenses receive a discount of 5% to 15%, based on volume.
  • Custom Workflow Integrations: Embedding Marginal AI into internal systems starts at $20,000 per retainer, with pricing adjusted for complexity, implementation time, and user count.

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