---
name: engineer-a-persuasive-pricing-table
title: "Engineer a Persuasive Pricing Table"
description: "A pricing table prompt that applies pricing page psychology, anchors, and decoy pricing so buyers confidently pick the tier you want to sell."
cluster: psychology-persuasion
version: 1.1.0
---

# Engineer a Persuasive Pricing Table

This prompt turns a plain price list into a persuasive pricing table. It sets a reference price that makes your target tier read as a bargain, orders and frames tiers so buyers land on the plan you want to sell, adds decoys and salience where they earn their place, and formats the numbers themselves (precision, length, savings) to raise perceived value. You get a ready to build spec for a pricing table, a checkout price block, or a single product offer.

## When to use this

→ You are building or redesigning a pricing table and want one specific tier to win
→ You have a single product and want the price to read as a deal rather than a cost
→ Buyers stall between similar options, or default to your cheapest tier, and revenue per visitor is flat

## The prompt

```text
You are a senior conversion strategist who designs price displays using behavioral pricing science (anchoring, the decoy effect, reference pricing, precision and length effects, and value framing). You produce a concrete, buildable spec, not generic advice.

CONTEXT
→ Product or plans: {{PRODUCT_OR_PLANS}}
→ Target option you want most buyers to choose: {{TARGET_OPTION}}
→ Real prices and what each option includes: {{PRICES_AND_FEATURES}}
→ Where this display lives (pricing page, checkout block, ad, single product page): {{PLACEMENT}}
→ Audience and what they care about most (price, speed, security, status, storage): {{AUDIENCE_PRIORITIES}}
→ Any honest reference prices you can cite (past retail price, list price, competitor price, "what you'd expect to pay"): {{REFERENCE_PRICES}}

If the target option, the real prices, or the honest reference price are missing or unclear, ask up to five clarifying questions before writing the spec. Never invent a reference price; it must be one you can defend as true.

METHOD

1. Set the anchor. The first number a buyer sees becomes the reference every other price is judged against. Lead with a HIGH honest anchor (past retail, list price, or a genuine competitor price), then reveal the actual lower price so it reads as a bargain. Even for a single product, state a higher reference value before the price. Never plant a low anchor first (do not start the display at "free" or your cheapest tier), because that makes your target option look expensive.

2. Order the tiers to protect the anchor. On a side by side table, place tiers high price to low price left to right so the top price anchors first. Position your target option as the reasonable middle or the clear value leader below the anchor, not as the entry option.

3. Make value rise faster than price. Across A, B, C, prices may climb, but value per dollar must climb faster toward the target. Keep lower tiers good enough to engage but clearly lower in return, so the target reads as the smart buy.

4. Add a decoy only if it earns its place. To lift a target tier, add an option that is clearly inferior at a similar or higher price (asymmetric dominance), or add an over priced top tier with unpersuasive extras so the target becomes the sensible compromise and the high tier doubles as the anchor. Almost nobody should pick the decoy; its only job is to make the target look better. Not every table needs one, so if all options are genuine, say so and balance sales instead.

5. Frame the savings three ways, together. On a product or checkout price block, always show all three: the crossed out original price (the anchor), the current price, and the explicit savings stated BOTH as dollars saved and as percent saved. Make the money saved feel like a tangible thing you hand the buyer. On an ad or lure, use only the simple version (dollars or percent, whichever frames better); full framing there is clutter.

6. Format the numbers to raise perceived value.
   → Use precise, non round prices (e.g. 497 rather than 500). Precise prices read as closer to true worth and less inflated.
   → Keep the displayed price short to pronounce. Strip trailing zeros, excess punctuation, and currency clutter (prefer 1499 over 1,499.00), because longer strings register as larger.
   → When you control the reward currency (points, credits, miles), denominate it in big numbers to inflate perceived value, and headline the bonus total rather than its dollar equivalent.

7. Break ties and reduce overload.
   → If two near identical options share the same price, give them a small honest price gap, even a few cents. Identical prices give the buyer no basis to choose, and a choice with no basis often ends in no purchase at all.
   → If you cannot reduce the number of options, mark one "recommended," differentiate options with distinct photos and layout so they stop looking interchangeable, and simplify the path to a single choice.

8. Add decision support around the display. On the pushed plan, use salience: accent color, a stronger border, a higher contrast call to action, a "most popular" tag. Show included versus not included rows; make the "not included" rows prominent when you are leaning on loss aversion, subtle when you do not want to make the buyer feel bad. Place risk reducers (money back guarantee) and a short FAQ near the table, but put no call to action under the FAQ; the only way forward should be to scroll back and pick a plan.

OUTPUT FORMAT
Scope the spec to {{PLACEMENT}}. A multi tier pricing page gets every section below. A single product page or checkout block skips Tier layout and centers on the savings block. An ad gets only the Anchor and one simple savings line (dollars or percent, whichever frames better).
→ Anchor: the exact high reference price to show first and its honest source.
→ Tier layout: each option left to right with its price, its framing, and its role (anchor, target, decoy, or genuine).
→ Price formatting: the exact numerals to display for each price (precise, short) plus the savings block (crossed out price, current price, dollars saved, percent saved).
→ Salience and support: what to highlight, which not included rows to expose, and which risk reducers and FAQs to place.
→ Rationale: one line per major choice naming the principle it uses.
→ Fact check list: every reference price, competitor price, and savings claim the display asserts, each marked VERIFIED (with its source) or NEEDS CONFIRMATION.

SELF CHECK before you finish
→ Confirm every price claim appears in the fact check list; never invent or estimate a reference price to fill a gap.
→ Confirm the first number seen is the high anchor, never a low one.
→ Confirm the target option, not the decoy, is the salient default.
→ Confirm the spec contains only the sections that fit {{PLACEMENT}}.
→ Failure modes to avoid: a decoy so appealing it steals sales; low value freebies bolted onto a premium offer (a weak add on drags down average perceived value, so drop it or strengthen it); false or fabricated reference prices; ordering tiers low to high; and any deceptive display that traps buyers, which damages trust and backfires.
```

## Prompt versions

The standard prompt above works on any model. Use these variants when you want a different tradeoff.

### Frontier model version

Built for the most capable models (Claude Opus and beyond). States the goal, constraints, and quality bar up front, then trusts the model to choose its path.

```text
You are a senior conversion strategist who designs price displays using behavioral pricing science: anchoring, the decoy effect, reference pricing, precision and length effects, and value framing.

GOAL
Turn the inputs below into a concrete, buildable price display spec, scoped to {{PLACEMENT}}, that steers most buyers to {{TARGET_OPTION}}. Your first line of output must be the headline recommendation (the anchor to lead with and which option wins), with the full spec after.

CONTEXT
→ Product or plans: {{PRODUCT_OR_PLANS}}
→ Target option you want most buyers to choose: {{TARGET_OPTION}}
→ Real prices and what each includes: {{PRICES_AND_FEATURES}}
→ Placement (pricing page, checkout block, ad, single product page): {{PLACEMENT}}
→ Audience priorities (price, speed, security, status, storage): {{AUDIENCE_PRIORITIES}}
→ Honest reference prices you can cite (past retail, list, competitor, "what you'd expect to pay"): {{REFERENCE_PRICES}}

PRINCIPLES (load bearing, non negotiable)
→ The first number seen is the reference for every other price. Lead with a high, honestly sourced anchor, then reveal the lower real price; never plant a low anchor or start at "free" or the cheapest tier.
→ On a side by side table, order tiers high to low left to right and seat the target as the reasonable middle or clear value leader, never the entry option. Value per dollar must rise faster than price toward the target.
→ Add a decoy only if it earns its place (asymmetric dominance, or an over priced top tier that also serves as the anchor). Almost nobody should pick it. If every option is genuine, say so and balance sales instead.
→ On a product or checkout block, frame savings three ways together: crossed out original (the anchor), current price, and explicit savings as both dollars and percent. On an ad, use one simple line only.
→ Format numbers to raise perceived value: precise non round prices (497, not 500), short strings (1499, not 1,499.00), and big denominations for any reward currency you control.
→ Give near identical options a small honest price gap so the buyer has a basis to choose. Put salience (accent, border, contrast call to action, "most popular" tag) on the target, expose "not included" rows when leaning on loss aversion, and place risk reducers and a short FAQ near the table with no call to action under the FAQ.

QUALITY BAR (excellent output satisfies all)
→ The spec includes only the sections that fit {{PLACEMENT}}: a full tier layout for a pricing page, a savings block for a product or checkout page, a single anchor plus one savings line for an ad.
→ Each price carries its exact display numerals (precise, short) and each option carries its role (anchor, target, decoy, or genuine) and one line naming the principle behind it.
→ A fact check list marks every reference, competitor, and savings claim VERIFIED (with source) or NEEDS CONFIRMATION.
→ The target, not any decoy, holds the salience and the default.

BOUNDARIES
→ Do not invent, estimate, or fabricate a reference price to fill a gap; every price must be one you can defend as true.
→ Do not pad with generic pricing advice or bolt low value freebies onto a premium offer.
→ Do not build any deceptive display that traps buyers.
→ If the target option, the real prices, or an honest reference price is missing, ask one focused question instead of guessing.
```

### Quick version

Five lines or fewer, for when speed matters more than rigor.

```text
Design a price display for {{PLACEMENT}} that steers buyers to {{TARGET_OPTION}}, using these plans and prices: {{PRICES_AND_FEATURES}}.
Lead with a high, honest anchor from {{REFERENCE_PRICES}}, then show the lower real price; seat the target as the clear value below it.
Format prices precise and short (497, not 500), and show savings as both dollars and percent.
Quality bar: the first number seen is the high anchor and the target is the salient default; never invent a reference price.
```

## How to customize

→ `{{PRODUCT_OR_PLANS}}`: the offer or the set of tiers, e.g. "Basic, Pro, and Business plans for a project management tool"
→ `{{TARGET_OPTION}}`: the one you want most buyers to pick, e.g. "Pro at 49 per month"
→ `{{PRICES_AND_FEATURES}}`: real prices and what each includes, so value per dollar can be judged
→ `{{PLACEMENT}}`: pricing page, checkout block, ad, or single product page (this changes whether you use full or simple savings framing)
→ `{{AUDIENCE_PRIORITIES}}`: what buyers weigh most, so the right feature rows get salience
→ `{{REFERENCE_PRICES}}`: honest anchors you can cite, e.g. "list price 399, top competitor charges 89 per month"

## What good output looks like

→ The first price a buyer sees is a high, honestly sourced anchor, and the target option sits below it as the obvious value
→ The spec matches the placement: a full tier layout for a pricing page, a savings block for a product or checkout page, a single anchor plus savings line for an ad
→ The savings block shows crossed out price, current price, dollars saved, and percent saved, with prices formatted precise and short
→ Any decoy is clearly inferior and almost nobody would pick it, while the target carries the salience and the "recommended" tag
→ Every major choice cites its principle, and the fact check list marks each price claim VERIFIED with a source or NEEDS CONFIRMATION

## Related prompts

→ [Simplify Choice Architecture](./simplify-choice-architecture.md): when the real problem is too many options rather than how any single price is framed
→ [Design Ethical Urgency and Scarcity](./design-ethical-urgency-and-scarcity.md): to add honest time and quantity pressure to the offer once the pricing table is set
→ [Write Loss Framed Persuasive Copy](./write-loss-framed-copy.md): to frame the savings and the not included rows around what a buyer stands to lose