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Predictions
Predictor
Timing Analysis
Content Lab
Prediction History
AS
DRAFT SCORE
0.89
VIRAL

Your draft is predicted to perform 3.2x above average

ENGAGEMENT FORECAST
2.4K
PREDICTED

Estimated likes, shares, and comments combined

OPTIMAL POST TIME
Tue 6PM
BEST SLOT

Based on your audience's peak activity patterns

Draft Post Predictor
Paste your draft — Art-E scores it before you post
Score Confidence Breakdown
What drives the prediction
Optimal Post Window
This week's #1 slot
Tue
6:00 PM
+89% vs average
Based on 24mo audience data
Runner-up slots
Thu 7:30 PM (+72%)
Sat 8:00 PM (+64%)
Wed 6:30 PM (+58%)
Virality Probability by Day & Time
% chance of exceeding viral threshold · Based on 90 days history
Sentiment Score → Engagement Rate
Scatter plot of 847 posts — correlation analysis
Content Format Score Model
Predicted engagement by format type
AI Recommendations Queue
Ranked by predicted impact · Click to apply
#RecommendationTypeImpactConfidence
01Post at 6PM Tuesday (currently posting 3PM)Timing+45%94%
02Switch from photo to short-form videoFormat+156%91%
03Add 2-3 emojis to first line of captionCopy+28%88%
04Cross-share to Kelpie Daily at +60minStrategy+32%85%
05Caption length 15-25 words performs 2.1x betterCopy+34%82%
06Post product content (your #1 topic)Content+67%79%
30-Day Predicted Reach Forecast
Model confidence bands shown · Assumes current posting cadence
ML Forecast v2.1
OPTIMAL WINDOW
Tue 6PM
+89% vs avg
WORST TIME
Sun 7AM
−61% vs avg
SAMPLE SIZE
847
Posts analysed
TIMING LIFT RANGE
−61% → +89%
Min to max
24-Hour Engagement Profile
Avg eng rate by hour · All days combined · 847 posts
7-Day Performance Matrix
Mean eng rate ± std deviation by day
Hour × Day Full Heatmap
168 time slots · colour = avg eng rate
Time Since Last Post Effect
Hours gap vs engagement uplift
Seasonal Trend Index
Monthly multiplier vs annual average
BEST FORMAT
Short Video
5.8% avg eng
OPTIMAL LENGTH
16-20w
4.8% avg eng
EMOJI SWEET SPOT
4-5
+34% lift
TOP TOPIC
Product Launch
+67% vs avg
Topic Performance Ranking
14 content topics · avg eng rate + post count
Format × Topic Matrix
Which format works best per topic
Hashtag Usage Impact
Number of hashtags vs reach multiplier
Question CTA Effect
Posts with question vs without · comment rate
First 60-Min Velocity Threshold
Early velocity vs final reach · log scale
Prediction Accuracy Over Time
Model accuracy vs actual — rolling 30d
Predicted vs Actual Scatter
847 posts · diagonal = perfect prediction
Prediction Log — Last 30 Posts
All predictions with actual vs expected
DatePost (truncated)FormatPredicted ScoreActual Eng%Predicted Eng%ErrorPredicted ReachActual ReachReach ErrorModel VersionOutcome