Pricing Articles — Atticus Li

Atticus Li

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Pricing

Articles exploring pricing through the lens of behavioral science and experimentation. Practical frameworks for growth leaders who measure in revenue, not vanity metrics.

38 articles

behavioral economics May 26, 2026 5 min read

The Pain of Payment: Why Going Cashless Quietly Doubles What You'll Spend

In 2001, two MIT researchers ran an auction for Boston Celtics and Red Sox tickets. Credit card bidders bid roughly double what cash bidders bid for the same tickets. A behavioral economics deep dive into Prelec & Loewenstein's 'pain of payment' framework, why casinos use chips, why Disney's MagicBand changed per-guest revenue, and the apex application: the auto-renewing subscription that decouples consumption from cost entirely.

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behavioral economics May 25, 2026 10 min read

The Chivas Regal Effect: How a Dying Scotch Brand Saved Itself by Doubling Its Price

In the late 1940s, Chivas Regal was dying. Sam Bronfman doubled the price instead of cutting it — and saved the brand. A behavioral economics deep dive into the Chivas Regal Effect, Joseph Stiglitz's signaling theory, and when raising prices saves a business (and when it kills one).

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behavioral-science May 22, 2026 9 min read

The Veblen Vodka: How Sidney Frank Sold $2 Billion of Status by Making Vodka More Expensive

In 1996, an American who didn't speak French and didn't drink vodka set out to build the world's most expensive vodka brand. Eight years later he sold it to Bacardi for $2.2 billion. A behavioral economics walk through Veblen goods, the country-of-origin trick, and why higher prices sometimes sell more.

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behavioral-science May 9, 2026 19 min read

Pricing Page Anatomy: Why Your Decoy Probably Doesn't Work

The standard 3-tier pricing-page playbook — anchor + decoy + "Most Popular" badge — works under specific conditions. Here are the ones that break.

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consulting Apr 9, 2026 12 min read

The Hidden Economics Of $300-$500 Expert Calls (And Why Most People Misprice Themselves)

Expert call pricing isn't about your rate — it's about selection frequency in a matching market. Here's the math most people miss.

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ab-testing Apr 7, 2026 9 min read

How to Run Pricing Experiments Without Losing Customers

Pricing experiments are high-stakes and high-reward. Learn the frameworks and safeguards that let you test pricing without damaging trust or revenue.

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anchoring Apr 7, 2026 8 min read

Anchoring Effects in Pricing: How the First Number Changes Everything

Anchoring bias shapes how customers perceive price. Learn the behavioral science behind first-number effects and how to apply ethical anchoring to pricing.

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ab-testing Apr 7, 2026 7 min read

The Psychology of Pricing Displays: How Presentation Changes Perceived Value

How price presentation shapes perceived value and buying decisions. Behavioral economics principles for designing pricing displays that convert.

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ai Apr 7, 2026 7 min read

AI for Pricing Optimization: How to Find Your Optimal Price Point

Use AI for pricing optimization to find your optimal price point. Data-driven pricing strategies that maximize revenue and retention.

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ai Apr 7, 2026 6 min read

How to Use AI to Analyze Your Competitors' Pricing Strategy

Learn how to use AI pricing intelligence tools to decode competitor strategies, track price changes, and make data-driven pricing decisions for your business.

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ab-testing Apr 7, 2026 8 min read

Anchoring Experiments for B2B SaaS Pricing Pages That Raise ARPA

When a buyer lands on your pricing page, the first number they see does more work than most teams admit. On B2B SaaS pricing pages, that first number shapes the rest of the choice. If I need higher ARPA, I usually test anchors before I touch list price.

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ab-testing Apr 7, 2026 9 min read

Pricing Page Tests That Shift Buyers to Higher Plans

If your pricing page gets more clicks but buyers keep choosing the cheapest plan, you don't have a traffic problem. You have a revenue problem.

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ab-testing Apr 7, 2026 9 min read

Pricing Page Testing for B2B SaaS That Improves Revenue

If your pricing page gets traffic but revenue stays flat, I wouldn't start with button colors. I'd start with buyer confidence.

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ab-testing Apr 7, 2026 8 min read

SaaS Pricing Tests That Lift Higher Plan Adoption

Most pricing pages miss the point. They chase more clicks, not better plan mix.

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ab-testing Apr 7, 2026 10 min read

How To Test Decoy Pricing On SaaS Pricing Pages

Your pricing page is where product value meets hard math. When I test decoy pricing saas pages, I don't ask whether the third plan looks clever. I ask whether it lifts revenue per visitor, keeps trust intact, and improves plan mix.

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ab-testing Apr 7, 2026 11 min read

9 SaaS Pricing A/B Tests Worth Running First

Your pricing page is where your nice story meets a credit card. Most teams spend their first cycles on surface edits. I don't. I start with tests that change how a buyer frames cost, risk, and fit, because that is where the money moves.

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ab-testing Apr 7, 2026 11 min read

15 Pricing Page A/B Tests For Low-Traffic SaaS Teams

Low traffic doesn't give me permission to guess on pricing. It forces me to test fewer, sharper things.

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ab-testing Apr 7, 2026 8 min read

Pricing Page A/B Testing Ideas That Improve Trial Quality

More trials can hide a worse business.

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ab-testing Apr 7, 2026 9 min read

Pricing Page Psychology: Loss Aversion Without The Trust Damage

A pricing page can raise revenue and still make buyers feel tricked. I see this when a team adds urgency copy, gets a short-term lift, then spends the next month dealing with refund requests and defensive sales calls.

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ab-testing Apr 7, 2026 8 min read

How I A/B Test a SaaS Pricing Page With Low Traffic

Most advice on saas pricing page testing assumes I have traffic to spare. If I don't, that advice breaks fast.

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ab-testing Apr 7, 2026 8 min read

How I Test Annual Billing Anchors on Pricing Pages

Pricing pages rarely fail because the team lacks ideas. They fail because the test mixes too many changes, then celebrates the wrong number. When I test annual billing anchors, I'm not chasing a prettier click chart. I'm trying to change cash flow, payback, and the quality of the customer base.

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ab-testing Apr 7, 2026 9 min read

How to A/B Test Pricing Page Anchors Without Losing Trust

A pricing page can raise revenue or quietly poison trust. I've seen both happen from changes that looked minor.

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ab-testing Apr 7, 2026 8 min read

Anchoring Bias Tests for SaaS Pricing Pages

The biggest pricing-page mistake I see isn't bad math. It's showing prices with no frame around them.

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ab-testing Apr 7, 2026 8 min read

How to Use Prospect Theory in Pricing Page Tests

Most pricing page tests fail for a simple reason: teams treat pricing strategy like math, while buyers treat it like psychological pricing. On the page, people rarely ask, "What's the optimal plan?" They ask, "Compared with what, and what do I lose if I choose wrong?"

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ab-testing Apr 7, 2026 7 min read

How Decoy Effect Pricing Changes Choice on Pricing Pages

Ever watched buyers stare at two plans, then leave? I have, and it's usually not because both plans are bad. It's because the page makes the choice feel hard.

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ab-testing Apr 7, 2026 8 min read

How To Use Price Anchoring On SaaS Pricing Pages Without Tricking Buyers

Your pricing page is not where buyers start thinking about price. It's where they compare.

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ab-testing Apr 7, 2026 7 min read

SaaS Pricing Page Testing Ideas That Lift Paid Signups

Most pricing page tests die for a simple reason, they chase clicks instead of cash. When I work on saas pricing page testing, I care less about a prettier page and more about whether more visitors become paid users.

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ab-testing Mar 31, 2026 18 min read

Why Your Pricing Page A/B Test Failed: Lessons from 13 Pricing Experiments

We ran 13 pricing page A/B tests with a 15% win rate. Here are the counterintuitive lessons about why pricing psychology fails in practice.

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ab-testing Mar 29, 2026 8 min read

A/B Testing for Product Pricing: How to Test Prices Without Alienating Customers

Learn how to test pricing without the ethical and brand risks of showing different prices to different users. Test the pricing page, the framing, and the structure — not the number.

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conversion rate Mar 28, 2026 8 min read

The Freemium Trap: When Your Free Tier Cannibalizes Paid Growth

A generous free tier can be the best growth engine in SaaS or the worst anchor on revenue. This article examines when freemium works, when it backfires, the satisfaction threshold problem, and how to design productive friction that converts free users into paying customers without destroying the acquisition flywheel.

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anchoring Mar 28, 2026 8 min read

The Psychology of Pricing Displays: How Presentation Changes Perceived Value

Discover how pricing presentation techniques like charm pricing, anchoring, left-digit effects, and payment decoupling shape perceived value and influence purchasing decisions.

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benchmark study Mar 28, 2026 7 min read

The Pricing Page Conversion Benchmark: Insights from 200 SaaS Websites

An analysis of 200 SaaS pricing pages reveals that the highest-converting designs share patterns in tier structure, feature framing, and social proof placement rooted in decision psychology.

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behavioral-science Mar 27, 2026 8 min read

Mental Accounting and Subscription Bundling: Why Users Pay More When Costs Are Separated

Mental accounting theory by Richard Thaler explains why users categorize money into psychological buckets, and how subscription bundling strategies can leverage these cognitive categories to increase willingness to pay.

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behavioral-science Mar 27, 2026 8 min read

The Paradox of Specificity: Why Precise Numbers Are More Persuasive Than Round Ones

Precise numbers like $97 feel more deliberate and credible than round figures like $100. Explore the behavioral science behind why specificity signals competence and increases conversion.

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just noticeable difference Mar 27, 2026 8 min read

Weber's Law and Price Sensitivity: Why a $5 Increase Matters More at $20 Than $200

The just-noticeable difference applied to SaaS pricing changes. Understand why percentage-based perception, not absolute amounts, governs how users react to price increases and how to structure changes accordingly.

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behavioral-science Mar 27, 2026 7 min read

Hyperbolic Discounting and Annual vs Monthly Pricing: The Time Preference Trap

Hyperbolic discounting explains why users irrationally prefer smaller monthly payments over cheaper annual plans, and how framing the time preference gap can shift subscription economics.

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b2b-saas Mar 27, 2026 7 min read

The Paradox of Choice in SaaS Pricing: Why More Options Drive Fewer Conversions

Schwartz's paradox of choice reveals why adding more pricing tiers to your SaaS product actually reduces conversion rates, and how understanding maximizers vs satisficers can reshape your pricing strategy.

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ab-testing Mar 20, 2026 7 min read

When More Pricing Information Backfires: What a Failed A/B Test Taught Me About Choice Overload

A deep analysis of why showing all price points on product cards decreased conversions by 5-10%, and what the paradox of choice teaches us about pricing page design.

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