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How to A/B Test Pricing Across Ceramic Product Lines

By Glazix | May 29, 2025

Tired of price hikes backfiring? Use A/B testing to take the guesswork out of ceramic pricing decisions.

In the specialized world of ceramic materials distribution—where SKUs range from alumina setters to dense firebrick and cordierite honeycombs—getting the price wrong can be costly. Price too low, and you leave margin on the table. Price too high, and you risk losing the account.

One of the most reliable tools in the pricing strategist’s toolkit is A/B testing. Common in tech and consumer markets, it’s gaining traction in B2B materials distribution—and for good reason.

What Is A/B Pricing?

A/B testing involves rolling out two different pricing structures (A and B) to matched customer segments to see which performs better. In ceramic distribution, this could mean:

Varying price by geography

Testing bundled vs. standalone pricing

Offering tiered discounts to one group and fixed pricing to another

The goal is simple: find the pricing model that drives the highest net profit, not just the most sales.

How Ceramic Distributors Are Applying It

Let’s look at a mid-sized distributor that specializes in kiln furniture and technical ceramics for North American manufacturers.

They split their customer list by:

Industry (e.g., aerospace vs. tile manufacturing)

Order size (small lab orders vs. pallet quantities)

Historic price sensitivity

In one A/B test:

Group A received a 3% across-the-board price increase.

Group B received unchanged pricing but a new 2% freight fee for orders under $750.

After 90 days:

Group A’s volume dropped slightly, but margin per order increased 7%.

Group B’s volume held steady, and freight recovery added $12K to the quarter’s gross profit.

The result? The distributor adopted both strategies permanently—but only for the segments that proved tolerant.

Keys to Successful A/B Price Testing

Control for Confounding Variables

Avoid testing during peak season or amid major supplier changes. You want to isolate price as the cause of any change.

Use Matched Segments

Your A and B groups should be as similar as possible in order size, region, and buying history.

Limit the Time Frame

Run tests for 6–12 weeks and monitor KPIs weekly. Don’t let bad pricing linger too long.

Measure Beyond Revenue

Focus on gross profit, repeat orders, and quote-to-close ratio—not just top-line sales.

Document and Refine

Each test should yield learning you can apply to future price strategy across your ceramic product families.

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Pricing isn’t just a science—it’s an experiment. With A/B testing, ceramic distributors can make data-backed pricing decisions that increase margin without sacrificing volume. In an industry where every percentage point matters, testing isn’t a risk—it’s a requirement.


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