Our Methodology

How We Score Opportunities

Every opportunity receives an AI-powered risk score from 1 to 10, where 1 is the lowest risk and 10 is the highest. The score is calculated by GPT-5-mini based on multiple factors:

• Project legitimacy and team transparency
• Smart contract audit status
• Historical performance of similar opportunities
• On-chain TVL and liquidity depth
• Token unlock schedules and vesting periods
• Community sentiment and social proof
• Regulatory environment in major jurisdictions

Risk Score Scale

Our risk scores are divided into three tiers to help you make quick decisions:

• 1–3 (Low Risk): Established projects with strong audits, deep liquidity, and transparent teams. Suitable for most participants.
• 4–6 (Medium Risk): Newer projects or those with some uncertainty. Review the full guide before participating.
• 7–10 (High Risk): Experimental protocols, unaudited contracts, or projects with red flags. Only for experienced participants willing to accept significant losses.

Data Sources

We aggregate data from multiple trusted sources to build a complete picture of each opportunity:

• CoinGecko: Token prices, market cap, and trading volume
• DeFiLlama: Total Value Locked (TVL) and protocol metrics
• Exchange APIs: Official promotion data from Binance, Bybit, OKX, and others
• Browser Rendering: AI-powered extraction from complex web pages
• On-chain data: Contract interactions and token distribution

Update Frequency

Our ingestion pipeline runs continuously to detect new opportunities and update existing ones:

• New opportunities: Detected and published within minutes of announcement
• Status updates: Active opportunities checked every hour for changes
• Market data: CoinGecko and DeFiLlama metrics refreshed every 2–4 hours
• Risk scores: Recalculated when significant new information becomes available
• Page cache: Content cached for 1 hour to ensure fast load times

AI Content Generation

Step-by-step participation guides are generated by GPT-5-mini and reviewed for accuracy. Each guide includes:

• Numbered steps with specific actions
• Estimated time per step
• Referral links embedded at the appropriate step (disclosed as affiliate links)
• Common pitfalls to avoid
• FAQ answers to the most common questions

Multilingual Coverage

All opportunity guides are automatically translated into 7 languages (English, Chinese Simplified, Chinese Traditional, Japanese, Korean, Spanish, and French) using GPT-5-mini. English is always published first — translations typically arrive within 1–2 minutes.

Opportunity Categories

We track 9 categories of crypto opportunities:

• Trading Rewards: Exchange incentive programs for traders
• Points Farming: Loyalty point systems that may convert to tokens
• Airdrops: Free token distributions to qualifying wallets
• Exchange Promotions: Time-limited bonuses from centralized exchanges
• DePIN: Decentralized physical infrastructure network rewards
• Perp DEX: Perpetual DEX trading incentives and fee rebates
• Testnet: Rewards for testing protocols before mainnet launch
• Yield: DeFi yield farming and liquidity provision
• Learn-to-Earn: Educational platforms that reward learning