AI Quality Scoring System

A deterministic mathematical algorithm (not machine learning) that evaluates every trading signal using 6 weighted criteria. Get instant quality ratings (0-100 points) calculated in your browser to identify the best opportunities.

6 Scoring Categories

Analyzes momentum confluence, CVD flow, funding rates, cross-exchange validation, risk metrics, and support/resistance position. Total score out of 100 points.

Instant Analysis

Every signal gets scored immediately when it appears on your dashboard. See quality ratings in real-time as market conditions change.

Data-Driven

Uses only verified signal data - no machine learning, no predictions, no guessing. Pure rule-based mathematical analysis of timeframe alignment, volume, funding, and price action. Same inputs always produce the same score.

What Gets Scored

The scoring system evaluates every signal using 6 data categories. Each category has a maximum point value, totaling 100 points for a perfect score.

1. Momentum Confluence (0-20 points)

Analyzes timeframe alignment (5m, 15m, 1h) + volume strength + RSI momentum. Strong signals have all 3 timeframes aligned, high volume, and RSI showing conviction.

20 points: All 3 TFs aligned + high volume (>$100M) + RSI extreme (70+ or 30-)

12-16 points: All 3 TFs aligned OR 2 TFs + strong volume/RSI

4-8 points: Mixed timeframes, low volume, or neutral RSI

2. CVD Institutional Flow (0-20 points)

Tracks Cumulative Volume Delta (CVD) - the net buying/selling by institutions. Strong institutional flow aligned with momentum = high conviction move.

18-20 points: Massive CVD flow aligned with momentum (institutions confirming)

12 points: Contrarian setup - institutions buying dip or selling rally

5 points: CVD contradicts momentum (institutions disagree)

3. Funding Rate Position (0-20 points)

Detects overleveraged positions via funding rates. Extreme funding (±0.1%+) means too many traders on one side - perfect for contrarian plays when liquidations cascade.

18-20 points: Extreme funding + opposite momentum = liquidation cascade setup

10-15 points: Neutral or slightly elevated funding

0 points: Extreme funding + same direction momentum (danger zone)

4. Cross-Exchange Validation (0-10 points)

Compares prices across Bitget, Binance, and Bybit. When all 3 exchanges agree on price, the signal is more reliable. Divergence = red flag.

10 points: All 3 exchanges agree (price diff <0.1%)

5 points: 2 exchanges agree OR moderate divergence

0 points: Price divergence >0.3% (arbitrage opportunity or data issue)

5. Risk Metrics Quality (0-15 points)

Evaluates liquidity (24h trading volume in USD - can you enter/exit without slippage?) and risk/reward ratio (distance to take-profit vs stop-loss). Volume is calculated in USD, so a $0.10 altcoin with 5M tokens traded ($500K) gets the same liquidity score as BTC with $500K volume - fair comparison across all market caps.Volatility is expected in crypto and not penalized unless extreme (±30%+ moves).

15 points: High liquidity (relative to coin price) + excellent R:R (3:1+)

8-10 points: Good liquidity for coin size + decent R:R (2:1)

0-3 points: Low liquidity even for a small-cap OR poor R:R (<1.5:1)

6. Support/Resistance Position (0-15 points)

Checks if price is near key support/resistance levels. Best scores = bullish signal AT support OR bearish signal AT resistance (perfect entry timing).

15 points: Bullish signal within 2% of support OR bearish at resistance

8-10 points: Close to key level (<3% away)

2-5 points: Mid-range (no nearby key levels)

Total Score: 0-100 Points

The AI combines all 6 categories to produce a final quality score. Momentum (20) + CVD (20) + Funding (20) + Cross-Exchange (10) + Risk (15) + S/R (15) = 100 points. Scores are color-coded: 75-100 = Excellent, 50-74 = Good, 25-49 = Fair, 0-24 = Poor.

How It Works

Data Collection

When a signal appears on your dashboard, the system collects all available data: price, momentum, timeframes, funding rate, cross-exchange data, support/resistance levels, volume, volatility, and risk metrics from HermesX.

Weighted Scoring Algorithm

A rule-based algorithm (not AI/machine learning) evaluates each of the 6 categories using if-then logic and specific thresholds. Categories are weighted by trading importance: momentum/CVD/funding get 20 points each (highest impact on success rate), cross-exchange validation gets 10 points (data quality check), and risk/support-resistance get 15 points each (entry timing). The algorithm runs instantly in your browser using TypeScript.

score = momentum_confluence(timeframes, volume, rsi) +
cvd_institutional_flow(volume_delta) +
funding_position(funding_rate) +
cross_exchange_validation(exchange_agreement) +
risk_metrics(liquidity, risk_reward) +
sr_position(support, resistance, signal_type)

Score Display

The total score (0-100) is displayed on each signal card with color-coding. Click to see a detailed breakdown showing exactly how each category contributed to the final score.

Automatic Updates

As market conditions change (price movement, funding rate shifts, timeframe flips), scores are automatically recalculated. You see updated quality ratings in real-time.

Technical Details

How It's Built

•Language: TypeScript
•Runs in: Your browser
•Algorithm: Rule-based weighted scoring (if-then logic, not ML)
•Speed: Scores calculated instantly (<10ms)
•Cost: $0 (no API fees)

Data Used

•Timeframe states (5m, 15m, 1h alignment)
•Volume momentum ($1M to $100M+ tiers)
•RSI momentum (overbought/oversold levels)
•CVD institutional flow (1h, 4h)
•Funding rate percentage (contrarian setups)
•Exchange agreement count (1-3 exchanges)
•Liquidity (volume tiers) + risk/reward ratio
•S/R levels + signal alignment (bullish at support)

Why It's Fast & Free

The scoring system runs directly in your browser using JavaScript. No servers, no APIs, no costs:

Instant calculation - Scores computed on your device in milliseconds
No API costs - No external service fees or rate limits
Works offline - Once loaded, scoring works without internet
Open source - Full transparency in how scores are calculated

Example: Scoring in Action

BTCUSDT Signal Analysis

87/100

Momentum Confluence18/20

✓ All 3 timeframes bullish (12 pts) + $80M volume (3 pts) + RSI 68 (3 pts)

CVD Institutional Flow18/20

✓ 1h CVD bullish + 4h CVD bullish + aligned with momentum = strong institutional buying

Funding Rate Position20/20

✓ Funding at -0.12% (shorts overleveraged) + bullish momentum = contrarian long opportunity

Cross-Exchange Validation10/10

✓ STRONG status - all 3 exchanges agree (price divergence < 0.05%)

Risk Metrics Quality12/15

⚠ Good liquidity ($80M volume = 6 pts) + excellent R:R (3:1 = 7 pts) - normal volatility OK

Support/Resistance Position9/15

⚠ Price 3.2% above support - not at perfect entry level but decent position

Quality Assessment: EXCELLENT SIGNAL (87/100)

Strong confluence across all major indicators. Contrarian funding setup with overleveraged shorts creates high-probability long opportunity. Cross-exchange validation confirms genuine market movement. Note: This is algorithmic scoring, not trading advice. Always do your own research and manage risk appropriately.

Quality Scoring is Always Active

Every signal on HermesX is automatically scored the moment it appears on your dashboard. The algorithm runs in your browser (client-side) for instant results with zero latency. Look for the AI Score badge (named for convenience, but it's deterministic math) on each signal card to see quality ratings and detailed breakdowns.

0ms

Latency

100%

Accurate

Cost