No Black Box

Complete Audit Trail

Every calculation is traceable and reproducible. See exactly how we arrive at every score.

Input
Market Data
SPY $593.87
VIX 15.98
Drawdown 0.2%
Processing
7 Signals
Complacency
70
30%
ATH Danger
67
20%
Credit
74
15%
Momentum
70
12%
Volatility
90
10%
Valuation
35
8%
Regime
50
5%
Blend
Analog + ML
Analog (85%) 58.7
ML (29%) 4.4
Final Score 63
Interpretation HIGH_COMPLACENCY
Verification
Audit Seal
Calc ID
calc-20260114-...
SHA-256
sha256:a2f0...
Timestamp
--
Input
Stock Data
Symbol AAPL
Price $259.96
Data Points 90
Processing
6 Subscores
Technical
5.5
20%
Momentum
4.75
25%
Output
5.0
15%
Volume
6.5
15%
Risk
6.5
10%
ML Proxy
5.65
15%
Output
Classification
AI Score 5.51
Rating Hold
Trend NEUTRAL
Market Context CAUTIOUS
Verification
Audit Seal
Version
2.4.0
Timestamp
--
Reproducible
true
Input
News Source
Symbol AAPL
Source Google News
Articles 15
Processing
News Analysis
7
Positive
6
Neutral
2
Negative
Avg Level 6 / 10
Output
Output
Score 0.87
Classification NEUTRAL
Bias Slightly Positive
Verification
Audit Seal
Source
google_news
Timestamp
--
Pipeline
NLP v1.0
Reproducible & Verifiable
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