HUNTZO · DECISION ANALYTICS
Detection Accuracy & System Telemetry
Telemetry & Prediction Calibration
Real-time viral momentum telemetry, search query effectiveness, and calibrated opportunity learning.
Posts Ingested
...
normalized & deduped
Products
...
resolved entities
High Value (≥80)
...
prime build targets
Viral Alerts
...
dispatched to channels
24h Snapshots
...
velocity timeseries
Queue / Errors
...
depth / 24h failures
X (Twitter) Query Rotation & Hit Rate Telemetry
12 high-intent search queries rotated across cycles to maximize signal discovery under rate limits.
| Category | Query Filter | Total Ingested | Relevant Hits | Status |
|---|
Outcome Tracking & Prediction Intelligence
Historical calibration measuring whether initial predictions resulted in verified product success.
Predictions Recorded
0
immutable baselines
Resolved Outcomes
0
0 validated / 0 failed
Overall Accuracy
undefined%
min 5 resolved required (n ≥ 5)
BUILD NOW Precision
undefined%
successful / resolved
Top Predictive Signal
Demand Score
highest correlation
Score Cohort Performance Breakdown
| Cohort | Tracked | Resolved | Successes | Precision |
|---|
Component Signal Predictive Power
Virality vs. Demand Reality Check
Comparing product outcomes with high viral spikes vs. verified organic demand signals.
High Virality (≥75)
undefined%
validation rate
High Demand (≥75)
undefined%
validation rate
💡
Grounded Model Learning Takeaways
- •Demand Score and low competition density serve as primary positive indicators.
- •High virality with high competition indicates an ephemeral spike rather than a sustainable business.
- •Dedicated product domains and multi-platform discussions increase prediction reliability.
Historical Backtesting & Confidence Calibration
Simulates opportunity predictions strictly on historical data ($t \le T$) with zero future leakage.
Available History: 0 Days
Historical Opportunities
0
0 resolved
Historical Accuracy
INSUFFICIENT DATA
post-detection resolution
BUILD NOW Precision
INSUFFICIENT DATA
historical precision
Confidence Calibration Gap
CALIBRATING
accuracy vs predicted conf
Evaluated under strict zero-future-leakage constraints.Deterministic Backtesting Engine V4
Signal Provider Health
x
X API v2 search active
reddit
Public JSON streams active
hackernews
Firebase API active
github
Trending repos active
producthunt
Fallback RSS mode
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