Should I test prices or is that risky?

Question

As an e-commerce business owner, I'm constantly wondering about pricing strategies and whether testing different price points could help or harm my brand. I've heard conflicting advice about price testing - some say it's crucial for optimization, while others warn about potential customer confusion or perception damage. I want to understand the risks, benefits, and best practices for safely exploring pricing variations without undermining my brand's value or alienating existing customers.

Muhammed Tüfekyapan · Accepted Answer

Should I Test Prices or Is That Risky?
Price testing is one of the highest-leverage optimization activities - small price changes can significantly impact both conversion rate and margin. However, it comes with legal and trust risks that purely visual tests don't. Understanding where the line is between legal price testing and discriminatory dynamic pricing is essential before you start.

Price Testing: Legal vs Risky Approaches

Test TypeLegal RiskDescription
  
    Price presentation formatNoneTest showing savings amount vs percentage vs neither
    Price anchoring (compare at)Low (if accurate)Test showing/hiding MSRP or compare-at price
    Bundle pricingNoneTest bundle price presentation and savings display
    Tiered discount thresholdsNoneTest where free shipping or tier discount triggers
    Literally different prices per visitorHigh (many jurisdictions)Showing $49 to some and $59 to others for same product
    Price discrimination by demographicsVery HighDifferent prices based on location, demographics

Legal Price Testing Strategies

Savings Display Format Testing
    Test "Save $12" vs "12% Off" vs showing both vs showing neither. The Rule of 100 suggests percentages work better for under-$100 products and dollar amounts for over-$100. Test which applies to your catalog.

Compare-At Price Testing
    Test showing the crossed-out original price vs hiding it. Only use accurate "compare at" prices - inflated fake compare-at prices violate FTC guidelines and are increasingly enforced. Test with your actual MSRP or previous selling price.

Price Point Testing (Sequential)
    Instead of serving different prices simultaneously, change price storewide, measure for 14 days, revert, measure for 14 days, compare. This is sequential not concurrent - one price at a time, everyone sees the same price.

Free Shipping Threshold Testing
    Test your free shipping threshold: $35 vs $50 vs $75. Higher thresholds increase AOV but reduce conversion. Find the optimal point for your specific product mix and customer base.

High-Impact Pricing Tests (No Legal Risk)

TestExpected ImpactHow to Test
  
    Charm pricing ($49.99 vs $50)3-8% liftSequential store price change
    Savings display (% vs $)5-15% liftA/B test savings format on product page
    Compare-at price visibility5-20% liftA/B test show vs hide compare-at
    Free shipping threshold10-25% AOV liftSequential threshold change test
    Bundle discount presentation8-20% bundle adoptionA/B test bundle offer format

Price-Sensitive Visitor Targeting
  Rather than showing different prices, show different offers to price-sensitive visitors. Growth Suite's Trigger Campaigns identify visitors who are price-checking (multiple product views, comparison behavior, extended time on pricing pages) and show them a targeted discount offer at exit - effectively reducing the net price for price-sensitive walk-away customers without changing the listed product price for everyone.

Should I test prices or is that risky?

TL;DR - Quick Answer

Complete Expert Analysis