Apply cognitive biases and strategic principles to design pricing that maximizes conversions, optimizes tier structures, and leverages pricing perception.
数据来源:ClawHub。 在 ClawSkills 查看
选择你使用的 Agent
方法一:命令行安装(推荐)
推荐(无需提前安装 clawhub)
npx clawhub@latest --dir ~/.claude/skills install pricing-psychology或使用 clawhub CLI(需提前安装)
clawhub --dir ~/.claude/skills install pricing-psychology⚠️ 需要 Node.js 18+,没有 Node?请使用下方方法二直接下载 ZIP。 安装 Node.js →
方法二:手动下载安装(无需 Node)
下载 ZIP,解压后将文件夹放到以下路径,重启 Agent 即可:
安装路径
~/.claude/skills/pricing-psychology/💡解压后将文件夹放到上方路径,重启 Agent 即可生效
Design pricing that converts using cognitive biases and proven psychological principles. Sources: Phoenix Strategy Group, ScaleCrush, NetSuite research, SaaS pricing studies (2024-2026). All outputs go to workspace/artifacts/.
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Prices ending in .99 or .97 feel significantly cheaper than the next round number.
The science: Our brains process left-to-right, anchoring on the first digit. $9.99 feels like "$9-something," not "$10."
Impact: Studies suggest charm prices can outperform rounded prices significantly (estimates range from 10-24% depending on context and product category). Moving from $4.99 to $5.00 typically causes a 3-6% sales drop.
When to use:
When NOT to use:
Application to our products:
The first price a prospect sees becomes their reference point for everything after.
The science: Cognitive anchoring bias. A $500/mo option makes $149/mo feel like a steal, even if $149 was always the target.
How to implement:
Critical rule: The anchor must be credible. An absurd anchor ($10,000 for a simple service) backfires and destroys trust.
Customers have mental boundaries. Crossing them triggers disproportionate resistance.
Common thresholds: $10, $25, $50, $100, $500, $1,000
Strategy: Price just below the threshold.
The math: A product at $49 can outsell the same product at $51 by 15-20%, even though the actual difference is $2.
Application: Our Reef product at $29 (below $30 threshold) — already correct.
Add an intentionally unattractive option to make your target option look superior.
Classic example (The Economist):
How to design a decoy:
3-tier formula: | Tier | Price | Value | Purpose | |------|-------|-------|---------| | Basic | Low | Adequate | Entry point, captures budget buyers | | Pro (TARGET) | Medium | High | Best value ratio — this is what you want them to buy | | Premium | High | Highest | Anchor + decoy (close in price to Pro, makes Pro look smart) |
Combining products increases perceived value. Separating them increases perceived cost.
Bundle when: You want to increase average order value and perceived savings.
Unbundle when: You want to show how much you're providing.
Key insight: Bundling works for purchases. Unbundling works for perceived value in proposals and negotiations.
Limited availability increases perceived value and triggers loss aversion.
Ethical applications:
Unethical (avoid):
Loss aversion multiplier: People feel losses ~2x more intensely than equivalent gains. "Save $50/mo" is less powerful than "You're losing $50/mo without this."
Same price, different frame, different perception.
Daily vs monthly: "$3.27/day" feels cheaper than "$99/mo" feels cheaper than "$1,188/year" — even though they're identical.
Comparison framing: "Less than your daily coffee" (relatable anchor)
ROI framing: "Pays for itself in 2 weeks" (investment, not cost)
Per-unit framing: "$0.12 per automated message" (micro-cost feels trivial)
Best practice: Frame in the smallest credible unit for affordable products. Frame in ROI terms for expensive ones.
What others chose influences what new buyers choose.
Tactics:
For us: When we have ClawHub downloads, show install counts. "500+ agents use this skill."
Multiple tiers capture different willingness-to-pay segments.
The rule of 3: Three tiers is optimal. Two feels like "cheap vs expensive." Four+ causes choice paralysis.
Tier design principles:
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When setting any price, run through these questions:
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| Situation | Primary Tactic | Secondary | |-----------|---------------|-----------| | SaaS/subscription pricing | Tiered + Decoy | Charm + Anchoring | | Freelance rate setting | Anchoring + Framing | Bundling (package deals) | | Product launch | Scarcity + Social Proof | Threshold pricing | | Price increase | Framing + Bundling | Add value before raising | | Competitive market | Threshold + Comparison | Charm pricing | | Premium positioning | Round numbers + Anchoring | Unbundling (show value) | | Proposal/quote | Anchor high → present price | Unbundle + ROI frame |
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安装 Pricing Psychology 后,可以对 AI 说这些话来触发它
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将技能文件夹放到 ~/.claude/skills/pricing-psychology/ 目录(个人级,所有项目可用),或 .claude/skills/pricing-psychology/(项目级)。重启 AI 客户端后,用 /pricing-psychology 主动调用,或让 AI 根据上下文自动发现并使用。
Pricing Psychology 支持 Claude、Cursor、OpenClaw,可与这些 AI 平台无缝集成,扩展其能力。
Pricing Psychology 可免费安装使用。请查阅仓库了解许可证信息。
Apply cognitive biases and strategic principles to design pricing that maximizes conversions, optimizes tier structures, and leverages pricing perception.
Pricing Psychology 属于「Marketing & Growth」分类,该分类的技能帮助 AI 智能体在此领域执行专业任务。
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Identifies repetitive steps in your workflow and sets up Pricing Psychology to handle them automatically