Pyvorin for Real-Time Bidding

Bid Calculation

Calculate bids in under 100ms using compiled scoring functions.

def calculate_bid(user_segment, creative, floor_price):
    base_bid = creative.ecpm * user_segment.ctr
    adjusted = base_bid * user_segment.conversion_rate
    return max(adjusted, floor_price)

User Scoring

Lookalike and propensity models for audience targeting.

Budget Pacing

Smooth spend curves with compiled pacing algorithms.