EVE: EffortIQ.
Stop the $107 Billion AI Fraud Epidemic.

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EVE Effort IQ Score

$123,456,789

Fraud Dollars Saved

154,320

AI Reviews Flagged

8,765,432

Fake Views Blocked

12,345

Fake Creators Blocked

234,567

AI Posts Flagged

5,678

AI Cheating Caught

9,876

Fake Referrals Stopped

76,543

DAO Farming Flagged

456,789

Low-Effort Content Blocked

1,234,567

Verified Effort Events

9,876,543

Effort Score Requests

987,654,321

Views Prevented

EVE's Core Verification Methods:

• **1. Pattern Recognition:** Detects unusual patterns in engagement, posting, or behavior using AI-trained baselines.
• **2. Metadata Analysis:** Flags suspicious usernames, keywords, timestamps, and traffic sources.
• **3. Behavioral Heuristics:** Tracks bot-like actions (e.g., low watch time + high repost rate, mass commenting).
• **4. Public Signal Correlation:** Cross-checks with Reddit, GitHub, App Store, and blockchain to verify public traction or reveal spam.
• **5. View-to-Effort Ratio:** Calculates if content views are disproportionately high vs. creation effort or originality.
• **6. Real-Time Fingerprinting:** Uses browser fingerprinting, Puppeteer stealth checks, and cookie patterns to detect automation.
• **7. Repetition Penalty:** Penalizes cloned content, reused scripts, or spammy variations across accounts.
• **8. AI/LLM Watermarking:** Detects text or speech likely generated by LLMs, flagged by known token patterns and entropy tests.
• **9. Velocity & Timing Analysis:** Flags spikes in engagement or views that exceed human limits (e.g., 10k views in 2 minutes).
• **10. API Cross-Validation:** Connects to platform APIs (e.g., TikTok, Twitter, Shopify) to verify real-time authenticity and account age.

Reddit:Block karma farming bots & AI-written advice

• ❌ Flags GPT-written replies used for karma farming
• ❌ Detects repeat posting patterns across subreddits
• ❌ Blocks fake reviews or “sockpuppet” brand mentions
• ✅ Protects genuine community contributions
• ✅ Saves brands and moderators from AI-fueled manipulation

YouTube Shorts:Spot cloned videos & stolen content

• ❌ Detects re-uploaded footage across channels
• ❌ Flags AI voiceovers reading stolen scripts
• ❌ Identifies engagement boosts from click farms
• ✅ Prevents monetization of non-original content
• ✅ Supports creator IP protection