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Pricing Psychology

Apply cognitive biases and strategic principles to design pricing that maximizes conversions, optimizes tier structures, and leverages pricing perception.

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Apply cognitive biases and strategic principles to design pricing that maximizes conversions, optimizes tier structures, and leverages pricing perception.

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Target platform
OpenClaw
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Prerequisites
OpenClaw
Primary doc
SKILL.md

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Tencent SkillHub
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SKILL.md

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Release facts

Source
Tencent SkillHub
Verification
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Version
1.0.0

Documentation

ClawHub primary doc Primary doc: SKILL.md 17 sections Open source page

Pricing Psychology โ€” Strategic Pricing Framework

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/.

Use when

Setting prices for products, services, or subscriptions Designing pricing pages or tier structures Evaluating whether current pricing is leaving money on the table Preparing proposals or quotes for clients Choosing between pricing models (flat, tiered, usage-based, etc.) Repricing after market feedback or competitive analysis

Don't use when

Internal cost accounting or budgeting (this is about perception, not COGS) Commodity pricing where market sets the price (gas, raw materials) Regulatory/government pricing with fixed rate schedules Charity/nonprofit where pricing psychology feels manipulative

Negative examples

"Calculate my profit margins" โ†’ No. This is pricing perception, not accounting. "What should I charge per hour?" โ†’ Borderline. Use this to FRAME the rate, not calculate it. "How much does AWS cost?" โ†’ No. This is for setting YOUR prices, not understanding others'.

Edge cases

Freelance rate setting (Upwork, etc.) โ†’ YES. Framing and anchoring apply heavily. "Should I charge $29 or $30?" โ†’ YES. Charm pricing analysis directly applies. Negotiation prep โ†’ YES. Anchoring is the #1 negotiation tactic. Free tier decisions โ†’ YES. Free-to-paid conversion is a pricing psychology problem.

1. Charm Pricing (Left-Digit Bias)

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: Everyday products, subscriptions, impulse buys Price-sensitive audiences Competitive markets where $1 perception matters When NOT to use: Premium/luxury positioning โ†’ use round numbers ($100, not $99.99). Round prices signal quality and confidence. B2B enterprise deals โ†’ round numbers feel more professional Very high price points (>$1,000) โ†’ the .99 looks cheap, not smart Application to our products: ClawHub skills: $9 or $19 (not $10 or $20) Alfred's service: $149/mo (not $150) โ€” charm + just below threshold

2. Price Anchoring

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: Always show your highest tier first (on pricing pages, in proposals, in conversation) In proposals: state the full value first, then the price. "This system typically delivers $3,000/mo in saved labor. Investment: $149/mo." Reference competitor pricing: "Podium charges $399/mo for similar features. We're $149." On pricing pages: Enterprise โ†’ Pro โ†’ Starter (left to right or top to bottom) Critical rule: The anchor must be credible. An absurd anchor ($10,000 for a simple service) backfires and destroys trust.

3. Price Thresholds

Customers have mental boundaries. Crossing them triggers disproportionate resistance. Common thresholds: $10, $25, $50, $100, $500, $1,000 Strategy: Price just below the threshold. $49 instead of $52 $99 instead of $105 $499 instead of $520 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) โ€” already correct.

4. Decoy Pricing (Asymmetric Dominance)

Add an intentionally unattractive option to make your target option look superior. Classic example (The Economist): Digital only: $59 Print only: $125 Print + Digital: $125 โ† everyone picks this because print-only is the decoy How to design a decoy: Decide which tier you want most people to buy (your "target") Create a tier that's close in price to the target but much worse in value The target now looks like an obvious bargain by comparison 3-tier formula: TierPriceValuePurposeBasicLowAdequateEntry point, captures budget buyersPro (TARGET)MediumHighBest value ratio โ€” this is what you want them to buyPremiumHighHighestAnchor + decoy (close in price to Pro, makes Pro look smart)

5. Bundling & Unbundling

Combining products increases perceived value. Separating them increases perceived cost. Bundle when: You want to increase average order value and perceived savings. "Get all 5 skills for $39" (vs $15 each = $75 separately) โ†’ 48% savings messaging Unbundle when: You want to show how much you're providing. Itemize your service in proposals: "SMS automation ($50 value) + booking system ($75 value) + review management ($50 value) = $175 value, bundled at $149/mo" Key insight: Bundling works for purchases. Unbundling works for perceived value in proposals and negotiations.

6. Scarcity & Urgency

Limited availability increases perceived value and triggers loss aversion. Ethical applications: "First 10 customers get founding member pricing" (real limit) "This rate is locked for 12 months" (real deadline) "3 client slots remaining this month" (real capacity constraint) Unethical (avoid): Fake countdown timers that reset "Only 2 left!" when you have unlimited digital inventory Artificial urgency on non-scarce items 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."

7. Price Framing

Same price, different frame, different perception. Daily vs monthly: "$3.27/day" feels cheaper than "$99/mo" feels cheaper than "$1,188/year" โ€” 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.

8. Social Proof in Pricing

What others chose influences what new buyers choose. Tactics: "Most Popular" badge on your target tier (increases selection by 20-30%) "X customers chose this plan" Testimonials placed next to the price (reduces price objection) Case studies with specific ROI numbers near the CTA For us: When we have ClawHub downloads, show install counts. "500+ agents use this skill."

9. Tiered Pricing Architecture

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: Each tier should have a clear "hero feature" that justifies the jump Price gaps should feel logical (not 2x jumps โ€” aim for 1.5-2x between tiers) The middle tier should be the obvious best value (commonly the most selected tier, though exact % varies by market โ€” design it to be the obvious choice) Name tiers by outcome, not features ("Starter / Growth / Scale" beats "Basic / Pro / Enterprise")

Pricing Decision Checklist

When setting any price, run through these questions: Who is the buyer? (Price-sensitive consumer vs. value-driven business) What's the anchor? (What will they compare this price to?) Am I below a threshold? ($10, $25, $50, $100, $500, $1K) Charm or round? (Everyday = charm. Premium = round.) How am I framing it? (Daily? Monthly? ROI? Comparison?) Is there a decoy? (Does my tier structure guide toward the target?) Social proof near price? (Testimonials, "most popular," customer count) Scarcity real? (Only use if the constraint is genuine) Have I unbundled in proposals? (Show itemized value, then bundled price)

Quick Reference: When to Use What

SituationPrimary TacticSecondarySaaS/subscription pricingTiered + DecoyCharm + AnchoringFreelance rate settingAnchoring + FramingBundling (package deals)Product launchScarcity + Social ProofThreshold pricingPrice increaseFraming + BundlingAdd value before raisingCompetitive marketThreshold + ComparisonCharm pricingPremium positioningRound numbers + AnchoringUnbundling (show value)Proposal/quoteAnchor high โ†’ present priceUnbundle + ROI frame

Key Numbers

Charm pricing outperforms round by 10-24% depending on context (multiple studies, wide range) 40-95% of retail prices end in 9 (industry standard) $4.99โ†’$5.00 typically causes 3-6% sales drop Decoy pricing increases target tier selection by 10-30% (varies by implementation) "Most Popular" badges meaningfully increase target tier selection (test on your own pages) Loss aversion: losses feel ~2x stronger than equivalent gains (Kahneman & Tversky, 1979 โ€” Prospect Theory) 3 tiers optimal; middle tier typically most selected when designed as best value Advanced pricing psychology can increase average deal size 25-60% (SaaS studies, 2026)

Category context

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Source: Tencent SkillHub

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Package contents

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1 Docs
  • SKILL.md Primary doc