# Using Predictive Modeling to Scale Your Franchise Marketing

> Most franchise marketing reporting is retrospective, diving into how last quarter’s campaigns performed. Though useful, this data justifies past decisions rather than focusing on future success. And for a franchise system running across hundreds of locations and dozens of customer segments, that gap can be expensive.

- Published: 2026-05-10
- Category: Best Practices
- Canonical HTML: https://www.marketing-site-sandbox.internal.voxie.com/blog/predictive-modeling-to-scale-franchise-marketing/

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Predictive modeling assigns an expected ROI to every marketing segment, channel, and location before the spend occurs. Thanks to the evolution of AI, such capabilities are now more readily available and already in use by an increasing number of brands. For franchise marketers still operating off retrospective dashboards alone, the cost of not adopting compounds every quarter.

### Use Cases for Predictive Modeling in Franchise Marketing

### Customer Marketing Budget Allocation

Every franchise marketer faces the same allocation problem: a finite budget and more potential targets than dollars. The default answer has always been spreading budget proportionally across the list or weighting it toward the biggest-revenue segments. Predictive modeling replaces those defaults by assigning a predicted ROI, conversion rate, and cost per conversion to each segment before the spend. In turn, operators can choose specifically which customers to spend more on to maximize returns.

Franchises need systems that interpret campaign performance data both nationally and for location-based subgroups. After all, a high-engagement loyalty member that populates a Downtown Boston storefront may respond differently to a specific LTO than a loyalty member in a suburb of Houston.

"Talking with our franchise customers revealed the need for a tool that not only predicted campaign ROI but also accounted for the multi-location complexities,” says Tim Hitchner, Voxie VP of Product. “That’s why we developed the Budget Optimizer. Both brands and franchisees can use the tool to effectively segment and target their specific subscribers, rather than making budgeting decisions based on broad, national learnings.” [**Click here to learn more about the Budget Optimizer from Voxie**](/features/budgetoptimizer/)

![Budget_Optimizer_Concept_Voxie.png](https://res.cloudinary.com/dsztk6f59/image/upload/w_635,f_auto,q_auto/v1781038032/blog/37a87981-232d-80a3-bcb2-e093acdd47aa.png)

[**Click here to learn more about the Budget Optimizer from Voxie**](/features/budgetoptimizer/)

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)

For an example of predictive modeling in action, look no further than Starbucks’ marketing. Its internal platform predicts for each individual customer which product or offer will convert best given order history, time of day, local weather, and seasonal patterns. The result is a reported[ 12 to 15% lift](https://kernelgrowth.io/starbucks-ai-framework/) in average order value across personalized channels, driven entirely by letting predicted return, rather than a mass campaign calendar, dictate what each customer sees.

### Customer Lifetime Value and Churn Prediction

Predictive modeling makes the difference between high-value and low-value customers quantifiable.

CLV models score customers by predicted lifetime value, changing acquisition economics. Instead of weighting acquisition channels by volume, you weight them by the predicted CLV of the customers each channel brings in. A channel delivering 1,000 one-time coupon redeemers looks great on a report but doesn't move the business. The channel delivering 300 high-CLV repeat visitors is where the real money lives, even when the raw numbers look worse at first glance.

Churn prediction runs the same logic in reverse. Behavioral signals like declining visit frequency, unredeemed points accumulating past a normal threshold, and shorter engagement windows feed a model that flags loyalty members before they fully disengage. Win-back offers then land in time to actually win them back, rather than weeks after the customer has already moved to a competitor. Retention costs significantly less than acquisition, and predictive churn signals are what separate retaining a customer cheaply from replacing them expensively.

### Uplift Modeling

Uplift models predict who will convert _because of_ marketing, as opposed to who would have converted anyway.

Standard personalization sends offers to the customers most likely to buy, which means a meaningful chunk of that spend lands on people who were already walking through the door. Uplift modeling filters those buyers out and routes marketing dollars only to the customers whose purchase decision actually hinges on the outreach. Most franchise systems are running response models and assuming they're getting uplift. The gap between the two in wasted spend can be significant, and properly-modeled uplift campaigns often lift ROI 30% or more by cutting impressions on already-decided buyers.

### Marketing Mix Modeling

The perennial franchise argument: is the national TV buy working, or is the local social spend driving the lift? Marketing mix modeling answers the question at the DMA level by combining econometric modeling for hard-to-track channels like TV, radio, and out-of-home with digital attribution for the trackable ones.

The output isn't a single clean answer, but a clear picture of which channels are actually pulling weight in which markets. For franchise systems, this is where the corporate-versus-franchisee budget debate stops being about opinion and starts being about data. Separate national brand lift from local execution, and most of the political tension in the conversation disappears.

### Media Allocation Across Units

Flat allocation and revenue-weighted allocation both leave money on the table. The highest marginal return usually sits with growth-stage units in under-penetrated trade areas, not with saturated top performers. A top-revenue unit in a mature market is often already tapped out, and the extra marketing dollar moves the needle less than the same dollar spent in a developing one. Predictive models surface the difference, and network-level allocation gets routed to units with the highest predicted incremental return instead of the biggest existing top line.

### Demand Forecasting

Daypart-level demand forecasting drives staffing and inventory, but it also sharpens local ad timing. 

The marketing idea is simple: push promos where the store is predicted to have capacity, and hold back where it's already going to be slammed. Layer in weather, school calendars, and local event feeds, and the forecasts get more accurate. Domino's UK and Ireland reported a[ 72% improvement](https://www.microsoft.com/en/customers/story/1698105041618606470-dominos-microsoft-dynamics-365-united-kingdom) in demand forecasting accuracy after implementing ML-based demand planning, which translated directly into fewer wasted promotions at stores that were already running hot.

### Barriers to Clear in Order to Setup Predictive Marketing Analytics

Predictive modeling in marketing only works when the foundation underneath it works. Most franchise systems stall out here, not at the model but at the plumbing.

### Siloed Data Across the Network

POS, loyalty, digital, SMS, and local marketing data live in different systems that often vary location-to-location. Without a unified data layer, models produce confident-looking nonsense that will get a campaign approved in a budget meeting and quietly fail in the market. Fragmented infrastructure is the hardest and most expensive part of the entire effort to fix, and it's the step franchise systems most consistently under-budget when they start down this path.

To confirm you’ve got an integrated tech stack built for success, read our guides to [marketing software for franchises](/blog/top-marketing-tools-for-franchises/) and [QSR-friendly tools](/blog/best-software-for-qsrs/).

### Counting on Generic AI That Doesn’t Factor in Franchise Dynamics or Regional Variation

Off-the-shelf models miss the things that actually matter in a franchise system. They don't distinguish between corporate, co-op, and local spend. They don't understand territory rules, multi-unit data structures, or the corporate-to-franchisee relationship. Worse, most assume a customer is a customer regardless of where they live, which breaks immediately in any multi-unit brand operating across DMAs.

The strategy that wins in Phoenix is not the strategy that wins in Pittsburgh. A generic model trained on aggregate national data flattens those differences and sends the same playbook to both markets, missing the regional signals that actually drive response. Interested in learning more? Check out Voxie’s guide to [localized marketing for franchises](/blog/local-marketing-for-franchises/).

### Reporting Dressed Up as Prediction

Half the tools sold into franchise marketing under the predictive label are dashboards with forecasting language bolted on top. If the output is a chart rather than a specific dollar reallocation or a specific action, it's reporting, not predicting. The test for any platform: does it tell you what to do, or does it tell you what happened? A lot of franchise marketing leaders are paying for the second and expecting the first, and the longer that gap goes unnoticed, the more expensive it gets.

### No Measurement Discipline

Without control groups, holdouts, and geo-experiments, there's no way to know whether the model is adding value or just adding confidence. Every pilot needs a defined success metric and a way to measure counterfactual performance before it runs. A campaign that lifted sales 12% during the holiday season isn't necessarily a 12% model lift. It might be 2% model lift and 10% seasonal tailwind, and without a control you have no way to tell those two stories apart.

Models that skip this step tend to drift toward numbers that feel great in the quarterly readout and don't survive serious scrutiny.

### Treating the Model as the Decision-Maker

The franchise systems that win with predictive modeling treat the model as offense and treat seasoned local operators, brokers, and franchisees as defense. Models have flagged perfect-on-paper opportunities that failed because the prediction missed community culture, competitor loyalty, or local context that a franchisee would have caught in five minutes. The model informs the call, but it shouldn't be the one making it.

### Get to Know Voxie and the Budget Optimizer

Voxie is the SMS marketing platform built specifically for franchises, and the [**Budget Optimizer**](/features/budgetoptimizer/) is how we put predictive modeling in marketing directly in the hands of franchise marketers without requiring a data science team to build it from scratch.

You tell the Optimizer your SMS budget. It analyzes your subscriber base in real time, surfaces the highest-value (or vicarious) segments, attaches a predicted ROI and cost per conversion to each, and recommends how to allocate the budget across those segments. These segments update automatically as customer behavior shifts, so campaigns always target people based on where they are now, not where they were when a list was last pulled.

The predictions aren't generic.[ Voxie Intelligence](/features/voxieintelligence/) is trained on more than 1 billion franchise customer messages, which means the segmentation logic already understands multi-unit dynamics, regional audience behavior, and the differences between corporate and local execution. That context is why brands using the Budget Optimizer consistently report campaign ROI moving from 1.8x to 4.2x, cost per conversion dropping from $4.20 to $1.85, and budget efficiency climbing from 32% to 78%.
