EventheOdds.ai - Legal Briefing Document

Prepared for: Legal Counsel Confidential

Date: February 2026

Re: Platform Overview, Liability Analysis, and Compliance Review

Executive Summary

EventheOdds.ai is an educational sports analytics platform that teaches statistical analysis, probability theory, and data-driven decision-making using historical sports market data. The platform explicitly does NOT provide betting picks, gambling facilitation, or financial advice.

Key Legal Positioning:

Educational simulation platform (not a gambling service)
Provides data access and analytical tools (not predictions)
Users learn methodology (not given actionable tips)
All results are clearly marked as hypothetical backtests

1. Business Model

1.1 What We Sell

Tier	Price	What User Gets
Pro	$20/mo	AI-powered backtesting, strategy simulation, historical data analysis
Elite	$200/mo	All Pro features + API access, custom data feeds, real-time market data
Enterprise/Shell	Custom	Direct database access via restricted shell account for data science education

1.2 The "Shell Account" Feature (Enterprise)

For advanced users (typically data science students, researchers, or analytics professionals), we provide:

Restricted Linux shell account on our servers
Read-only PostgreSQL database access to historical sports data
Purpose: Teaching SQL, data analysis, statistical modeling
NOT provided: Write access, live betting data, real-time odds for actionable betting

Technical Restrictions:

Shell is jailed (chroot) - users cannot access system files
Database connection is read-only - no INSERT/UPDATE/DELETE
No internet access from shell - cannot scrape or connect to external betting APIs
All queries logged for compliance auditing
Rate-limited to prevent abuse

1.3 What's In The Database

Data Type	Records	Purpose
Historical games	180,000+	Backtesting simulations
Historical odds	2.3M+ player props	Line movement education
Final scores	95,000+	Strategy validation
Team/player metadata	50,000+	Context for analysis

Critical: All odds data is historical (games already completed). We do NOT provide real-time odds for games that can still be bet on.

2. Competitive Differentiation

2.1 What Competitors Do (and why we're different)

Competitor Type	Their Model	Our Difference
Tipsters/Cappers	Sell "picks" for upcoming games	We don't provide picks - we teach methodology
Prediction sites	"Lock of the day" guarantees	We explicitly disclaim all guarantees
Data vendors	Sell real-time odds APIs	We focus on historical data for education
Betting tools	Calculators for active betting	We provide simulation only

2.2 Our Target Audience

We target analytically-minded individuals who want to:

Learn statistical analysis using sports as the dataset
Understand probability, variance, and expected value
Build and validate predictive models (as a learning exercise)
Develop critical thinking about predictions

We explicitly do NOT target: Gamblers looking for "hot picks," people seeking guaranteed returns, or anyone looking to "beat the books."

3. Existing Legal Safeguards

3.1 Disclaimer Page (`/disclaimer`)

Prominently displayed, includes:

"FOR EDUCATIONAL PURPOSES ONLY" banner
"All results are hypothetical simulations based on historical data"
"NOT Financial Advice"
"NOT a Prediction Service"
"NOT Gambling Facilitation"
Link to National Council on Problem Gambling (1-800-522-4700)

3.2 AI Chat Guardrails

Our AI system has built-in pattern detection that automatically:

Trigger	System Response
User asks for "picks"	Refuses, explains why, redirects to education
User shows signs of chasing losses	Stops conversation, provides gambling hotline
User asks about betting with savings/loans	Refuses, warns about dangers
User asks about evading betting limits	Refuses, explains illegality
Multiple problem gambling signs	Emergency intervention response

All guardrail triggers are logged for compliance review.

3.3 Terms of Service

Users must acknowledge:

Platform is educational only
Past results don't predict future
User assumes all responsibility for their own actions
No liability for losses

4. Data Sources & Licensing

Provider	Data Type	License Status
SportsGameOdds API	Historical odds, props	Paid API subscription (Pro tier)
Public sports data	Scores, schedules	Public domain
Kaggle datasets	Historical research data	Open license

We do NOT: Scrape sportsbook websites without permission, use data obtained through ToS violations, or resell real-time odds feeds.

5. Potential Liability Concerns

5.1 Risk Areas

Risk	Mitigation
User loses money betting	Disclaimers; we don't recommend bets; educational framing
Gambling addiction claims	Guardrails detect & redirect; NCPG resources; we don't facilitate bets
"Prediction accuracy" claims	All marketing says "hypothetical"; no win rate guarantees
Underage users	Age verification at signup; ToS requires 18+/21+
Restricted jurisdictions	Geo-blocking for certain states/countries if needed

5.2 Questions for Counsel

Shell account liability - If a user learns SQL from us, then uses that skill to build betting models elsewhere, are we liable?
Educational vs. gambling service line - At what point does "teaching sports analytics" become "providing gambling tools"?
State-by-state compliance - Do we need different disclaimers or restrictions for states with strict gambling laws (Utah, etc.)?
Affiliate/advertising risk - If we later add sportsbook affiliate links, does that change our educational positioning?
International users - What disclaimers needed for UK (Gambling Commission), EU (GDPR + gambling), Australia (ACMA)?

6. Technical Architecture

[User Browser]
      |
      v
[Next.js Web App] -- eventheodds.ai
      |
      |---> [AI Chat Service] <-- Guardrails filter all messages
      |
      |---> [Backtesting Engine] <-- Historical data only
      |
      \---> [PostgreSQL Database]
              |
              |-- SportsGame (180K games)
              |-- PlayerPropLine (2.3M props)
              |-- GameOdds (32K records)
              \-- 110+ analytics tables

[Enterprise Shell Users]
      |
      v
[Restricted Shell] ---> [Read-Only DB View]
      |
      \-- Jailed environment, no write access, logged queries

7. Sample User Journey (Educational Framing)

User Goal: Learn if "fading the public" is a valid strategy

Platform Experience:

User logs in, opens Strategy Builder
Enters hypothesis: "Bet against teams with >70% public backing"
System runs simulation on 5,000 historical games
Results show: "52.1% win rate, -1.2% ROI (statistically insignificant)"
AI explains: "Your hypothesis shows no edge. Here's why..."
User learns: Public sentiment alone doesn't predict outcomes

What did NOT happen:

We didn't tell them what to bet on today
We didn't claim they would win money
We didn't facilitate any actual bet
We taught them a methodology that happened to disprove their thesis

8. Recommended Legal Actions

Immediate

Review and approve current disclaimer language
Review Terms of Service for completeness
Confirm age verification process meets state requirements
Document guardrail system for compliance records

Before Shell Access Launch

Draft Shell Account Agreement (separate from main ToS)
Add explicit "no commercial use" clause
Implement query logging and audit trail
Add rate limiting documentation

Ongoing

Quarterly review of guardrail trigger logs
Annual disclaimer/ToS review
Monitor regulatory changes in sports betting laws

Platform: https://eventheodds.ai
Support: support@eventheodds.ai

This document is confidential and prepared for legal consultation purposes.