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AI that decides, not just reports.

Lumorrow's intelligence layer sits inside the auction — not next to it. Every bid request is scored, every floor is tuned, every routing decision is made by models trained on real auction data from our own marketplace.

PRE-BID PRICE INTELLIGENCE

Bid landscape prediction.

Before an auction runs, our models forecast the expected clearing price. Publishers can make real-time yield decisions with actual numbers, not guesses.

$3.42 Bid frequency $0.50 $2.00 $4.00 $6.00 ← Predicted CPM

REAL-TIME YIELD SIGNALS

Dynamic floor pricing.

Traditional floors are set once and reviewed quarterly. Lumorrow recalculates per placement, hour, device, and audience segment — capturing yield that static floors leave behind.

$4.00 $2.50 $1.00 $0 6am 10am 2pm 6pm AI-optimized floor Static floor +18% yield ↑

REVENUE PROTECTION LAYER

Anomaly detection.

Traffic spikes, invalid traffic patterns, sudden fill drops — flagged and isolated within minutes. Publishers alerted. Revenue preserved.

Normal range Anomaly flagged ↑ Detected in <2 min 12:00 12:15 12:30 12:45 1:00 High Med Low

LATENCY-AWARE DELIVERY

Timeout tuning.

Header bidding timeouts are a trade-off. Our models tune timeouts per user condition — network, device, geo — to maximize participation without punishing page speed.

Adaptive Timeout by Condition 0ms 200 400 600 800 ↑ Default 400ms Desktop / WiFi 270ms Mobile / 4G 380ms Mobile / 3G 520ms CTV / OTT 680ms

HOW IT LEARNS

Models trained on real auction data.

Marketplace-native training

Models trained on real auction data from Lumorrow's own marketplace — not generic datasets.

Segment-level intelligence

Separate models per format, geo, and device class. A CTV impression in the US doesn't look like a mobile display impression in APAC.

Continuous retraining

Models retrain on rolling windows, adapting to seasonality and demand shifts automatically.

GOVERNANCE

AI decides. You govern.

Lumorrow's AI is powerful but not autonomous. Publishers and ops teams set the guardrails — format rules, floor ceilings, demand source priorities, brand safety constraints — and the system optimizes within them. Every AI decision is logged and overridable.

See the AI layer in action.

Request a live walkthrough and we'll show you how the intelligence layer improves yield on your specific inventory.

Request a live walkthrough → Read the platform docs