How to Stop Bonus Overuse in iGaming: The Fire and Smoke Strategy

In this Optimove Connect 2026 session, Shai Frank, SVP of Product at Optimove, shows exactly how to close the generosity gap by spending smarter:

What is the "Fire and Smoke" Model? 

 The Fire and Smoke model is a 2x2 strategic framework that helps iGaming operators distinguish between player behaviors that genuinely require a bonus intervention and situations that only appear urgent. In an industry where the instinct is to reach for a bonus the moment a player shows any sign of disengagement, the model is a tool for protecting margin by asking a simple question first: is this actually a fire, or is it just smoke (noise)? 

Most managers spend 80% of their time on Smoke. A single angry tweet from a non-customer. A minor formatting error in a deck. Things that feel urgent because they are loud and visible but carry almost no real impact. The tragedy is not that these things exist. It is that they are mistaken for Fire. In iGaming, this mistake has a cost. It shows up directly in lost margins. 

The Smoke Trap 

• Smoke is loud, visible, and feels urgent, but carries little real impact
• In iGaming, the bonus is the most common response to Smoke: a player misses two sessions, engagement dips for a week, and the instinct is to send an offer
• But the player may have been on vacation, busy, or simply taking a natural break
• The bonus was not needed, the margin was not needed, and the precedent quietly trains the player to expect a reward every time they disengage
• Most operators are caught in this trap more often than they realize 

 The Smoldering Danger 

• Smoldering issues are the ones nobody is screaming about yet, but they are the most dangerous of all
• A gradual shift in how a player segment engages. A slow erosion of deposit frequency. A cohort of high-value players whose behavior is quietly changing
• No dashboard turns red. No urgent message gets sent. But left unaddressed, Smoldering becomes Fire
• By the time it ignites, the cost of intervention is far higher than it would have been 

What the Model Does 

• The Fire and Smoke model gives operators a disciplined way to look at player behavior before reaching for a bonus
• It forces the question of the bonus reflex skips: what is actually happening here, and what does it actually require? 

Why are CRM teams overspending on bonuses?  

The core problem in iGaming CRM is the insidious bleed of "bonus overuse" – reaching for costly retention tactics by default rather than by design. 

Imagine a player who deposits a small amount once a month. Now picture a VIP who routinely wagers thousands every week. If both show a dip in activity, a standard CRM approach might trigger a high-value bonus for both. One of those bonuses was earned. The other is where the budget bleeds: 

• Wasted Spend on "Bonus Hunters": Some players are inherently low lifetime value (LTV). They only engage when a lucrative bonus is available, churning immediately after they've used it. Offering them a significant bonus to "re-engage" is often just enabling their pattern, with zero long-term ROI.
• Over-Bonusing Your Best: Conversely, many loyal, high-LTV players are consistently active but might have a brief, natural lull in their play. Panicking and sending them a large bonus during this period is effectively giving away profit for engagement that was already guaranteed. You're paying for loyalty you already owned.
• Misinterpreting "Churn Risk": Not all dips in activity are created equal. A churn-risk flag tells you something changed; it does not tell you why. Without context, it doesn't tell you if you're dealing with a player who is truly about to leave for good, or simply taking a short break. Treating every "risk" as an emergency does not protect revenue. It erodes it. 

The goal is to distinguish between genuine threats that demand immediate intervention, Fire, and signals that look urgent but do not warrant the cost of a response, Smoke. The difference between the two is not always obvious. That is exactly why the model is so powerful. 

Why do iGaming CRM teams struggle with bonus overuse? 

Bonus overuse occurs when CRM teams treat every inactive-player flag as a crisis. By failing to distinguish between high-value players and low-value bonus hunters, teams bleed margin by sending expensive offers to players who will never provide a positive ROI. The flag looked like Fire. It was Smoke. 

How do you apply the Fire and Smoke model to iGaming CRM? 

To fix overuse, replace "Visibility" and "Impact" with Churn Risk and Lifetime Value (LTV). This allows you to categorize players based on whether their potential loss actually "burns" the business. 

1. Identify the Smoke (High Risk / Low LTV): This is where most iGaming companies bleed margin. These players are bonus hunters. If they only play when a 100% match is available, their churn risk will always be high. The Action: Stop bonusing. If they leave, it's healthy churn.
2. Douse the Real Fire (High Risk / High LTV): If a VIP who usually deposits $1k a week hasn't logged in for 4 days, the house is on fire. The Action: This justifies a manual reach-out or a high-value, bespoke retention offer. This is the only quadrant where aggressive bonusing is ROI-positive.
3. Manage the Steady Heat (Low Risk / High LTV): A common mistake is over-bonusing your best, most loyal players. If they are going to play anyway, giving them a massive bonus is just giving away house margin. The Action: Shift from Bonuses (cost) to Perks (experience/service).
4. Ignore the Damp Ash (Low Risk / Low LTV): These players are stable but low value. The Action: Keep them on low-cost, automated keep-warm journeys. Don't waste marketing brainpower here. 

However, most CRM teams use a One-Size-Fits-All rule (e.g., “Anyone who hasn’t played in 30 days is at risk of churning.”). 

• The Risk: You treat a loyal but infrequent player (who normally plays every 45 days) as a Fire at day 31. You send them a massive bonus they didn't need.
• The Result: You just turned Normal Activity into Bonus Overuse. 

The Solution: Mapping Churn Factor to the Matrix 

What is "Churn Factor" and how does it detect "Fire"? 

Churn Factor is an individualized metric that calculates the ratio between a player's actual days of inactivity and their typical frequency. 

Instead of using a generic 30-day rule, the formula identifies a Fire based on the individual: 

Churn Factor = Days since last activity/ Individual average frequency 

If a player usually plays every 2 days and hasn't logged in for 6 days, their Churn Factor is 3.0. They are a Real Fire. If a player usually plays every 60 days and hasn't logged in for 30, their Churn Factor is 0.5. They are Steady Heat and require no bonus. 

How should CRM teams execute the Bonus Matrix? 

By combining LTV with the Churn Factor, you can create a surgical bonusing schedule that eliminates waste. 

 To help you implement this strategy, here is a logic flow you can hand over to your BI or CRM Ops team. This logic ensures that your Bonus Water is used to douse actual fires. 

The iGaming Bonus Logic Flow 

This logic should be run daily to determine which players enter which automated or manual journey. 

Calculate the Churn Factor (The "Detector") 

First, calculate the individual's baseline. 

• Formula: Current Inactivity / Individual Frequency
• Note: If frequency < 1, use 1 to avoid division by zero. 

Segment by Predicted LTV (The "Fuel") 

Assign each player to a Value Tier (e.g., Top 10% = High LTV, Bottom 50% = Low LTV). 

Execution Logic Table 

Use this table to set your campaign triggers. 

Key Efficiency Metrics to Track 

To prove this model is working, stop looking at Total Deposits and start looking at these three KPIs: 

1. Bonus Margin Ratio: (Total GGR - Bonus Cost) / Total GGR. This should increase as you stop bonusing "Smoke."
2. Churn Accuracy: The % of players with a Churn Factor > 2.0 who actually never return.
3. VIP Retention Rate: The % of players in the "Real Fire" quadrant who are successfully doused and returned to "Steady Heat." 

In Summary: Act on Impact, Not Noise 

The bonus is not the problem. The reflex is. 

When every inactive-player flag triggers the same response, operators are not running a retention strategy. They are running a panic response. And panic is expensive. 

The Fire and Smoke model, combined with the Churn Factor, gives CRM teams something more valuable than a new tool. It gives them a new question. Not "is this player at risk?" but "is this player's risk worth the cost of my response?" That shift, from reaction to judgment, is where margin is protected and where genuine retention strategy begins. 

The players who matter most deserve a timely, meaningful intervention when they actually need one. Not a generic bonus triggered by a 30-day rule that treats a VIP the same as a bonus hunter. The Churn Factor tells you who is actually burning. The LTV matrix tells you whether it is worth the water. 

Stop bonusing the steam. Save it for the smoke. And when you find a real fire, move fast. By the time a high-value player has already found another casino, no bonus is big enough to bring them back. 

The smoke detector is built. Now it is up to you to use it. 

For more insights, contact us to request a demo.