The team behind SniperStack is actively contributing to open-source AI — building tools for the Maghreb while giving back to the community.

COD Operating Manual Category Hub and Diagnostic Playbooks

Cash on delivery optimization system. Category guidelines for media buyers: ad timings, scaling caps, validation formulas, and Anti-Patterns.

Category Manual

Product Validation

Machine scoring criteria, lifecycle profiles, rules and validation database.

🎯 Product Validation Score Simulator

Use the sliders below to grade any product. Models mirror actual machine audits.

How instantly arresting is it on a feed?

How painful is the problem it solves?

How fresh / “never seen” is it?

Gross margin headroom (≥60% scores high).

How well does it demo on video?

Weight/size/cost burden (higher = worse).

Breakage risk in rough transit (higher = worse).

How many competitors already run it (higher = worse).

Findable in local markets / wholesale (higher = worse).

How narrow is its selling window (higher = worse).

Live Verdict
/100

🧬 Product Archetype Models

Match product features against core templates to isolate marketing scripts.

⚖️

Transformation

Examples: Weight loss, hair, skin

Primary Angle: Before/after, timeframe proof

🍳

Convenience

Examples: Kitchen & home gadgets

Primary Angle: Time/effort saved, demo-first

🛡️

Protection

Examples: Car & phone accessories

Primary Angle: Fear of loss/damage

Luxury Feeling

Examples: Watches, jewelry, bags

Primary Angle: Status, aesthetics, gifting

💄

Beauty

Examples: Cleansers, cosmetics

Primary Angle: Sensory close-ups, results

🧘

Health

Examples: Posture, joint, supplements

Primary Angle: Pain relief, authority

🧽

Cleaning

Examples: Home cleaning tools

Primary Angle: Satisfying before/after

🧸

Kids / Parenting

Examples: Toys, safety, learning

Primary Angle: Parent emotion, safety

🐾

Pets

Examples: Pet care & toys

Primary Angle: Cuteness + problem-solving

🏆 Winning Product Thresholds

Proven Rules Apply by default

Fat margin absorbs refusals

Confidence: ★★★★★
Fact

North Africa shipping returns (RTO) run 15–30% structurally due to cash delays and courier failures.

Strategy

Prioritize products with ≥60% gross margin.

💡 Explanations & Mechanisms
Mechanism: Absorbs double courier fees (shipping + return fee) on the ~25% of orders that fail delivery.
Result: Maintains net profitability even with a 30% return rate.
Tradeoff: Limits options to high-markup items.
Use When: Always in cash-on-delivery models.
🤖 AI Agent Tasks
  • audit_funnel_spikes

Local sourcing beats AliExpress

Confidence: ★★★★★
Fact

AliExpress/China dropshipping transit is 30–45 days; buyer intent cools completely after 5 days.

Strategy

Source stock locally from national wholesale hubs for 2–4 day delivery.

💡 Explanations & Mechanisms
Mechanism: Capitalizes on prime buyer intent speed.
Result: Reduces RTO rates from >50% to under 20%.
Tradeoff: Requires upfront capital for wholesale MOQ lots.
Use When: Validating a scalable winner.
Typical Benchmarks Directional — varies by account & season

Price sweet spot

Confidence: ★★★★
Fact

Buyers hesitate on COD purchases above specific threshold numbers without physical inspection.

Strategy

Keep prices within MA 100–500 MAD, DZ 1,500–3,000 DZD, and TN 30–80 TND.

💡 Explanations & Mechanisms
Mechanism: Matches average physical cash pockets kept in households.
Result: Avoids cart abandonment on high pricing.
Tradeoff: Limits unit revenue potential.
Use When: Targeting mass markets.

Weight under 2 kg

Confidence: ★★★★
Fact

Couriers double province rates once parcel weights exceed 2kg.

Strategy

Filter product selections to items below 2kg.

💡 Explanations & Mechanisms
Mechanism: Avoids shipping pricing penalties on heavy goods.
Result: Increases net margins on interior deliveries.
Tradeoff: Excludes large home items or heavy liquids.
Use When: Standard shipping setups.
Test Yourself No universal answer — A/B test per product

Problem-solver vs impulse

Confidence: ★★★★★
Fact

Impulse buys get high CTR but high RTO; problem-solvers get lower CTR but higher confirmation.

Strategy

A/B test advertising structure based on product category.

💡 Explanations & Mechanisms
Mechanism: Aligns audience intent hooks with product realities.
Result: Optimized CPA per segment.
Tradeoff: Requires different video production models.
Use When: Launching new product sets.

📂 Historic Winning Product Profiles

Structured product profiles for machine auditing and validation testing.

Foaming Soap Tablets

Category: Cleaning / Home care
Lifecycle: 6 weeks
Score Metrics
Visual Hook
10/10
Problem Severity
8/10
Novelty
7/10
Margin
9/10
weight
10/10
Fragility
10/10
Market Saturation
6/10
Market Suitability
🇩🇿 Algeria ★★★★★
🇲🇦 Morocco ★★★★
🇹🇳 Tunisia ★★★★
🇪🇬 Egypt ★★★★
Recommended Copy Angles
#Cleaning efficiency #Eco-friendly/Zero-waste #Kids handwashing fun #Travel-friendly size
AI execution pipeline
generate_video_hooks generate_landing_page ugc_prompts

Intelligent Neck Massager

Category: Health & Wellness
Lifecycle: 4–8 weeks
Score Metrics
Visual Hook
9/10
Problem Severity
9/10
Novelty
6/10
Margin
8/10
weight
9/10
Fragility
8/10
Market Saturation
9/10
Market Suitability
🇩🇿 Algeria ★★★★
🇲🇦 Morocco ★★★★★
🇹🇳 Tunisia ★★★★
🇪🇬 Egypt ★★★★★
Recommended Copy Angles
#Office neck pain relief #Headache prevention #Relaxation after long shifts
AI execution pipeline
generate_video_hooks generate_voiceover generate_landing_page

Professional Hair Trimmer

Category: Personal Care / Grooming
Lifecycle: 8–12 weeks
Score Metrics
Visual Hook
8/10
Problem Severity
7/10
Novelty
5/10
Margin
8/10
weight
8/10
Fragility
9/10
Market Saturation
9/10
Market Suitability
🇩🇿 Algeria ★★★★★
🇲🇦 Morocco ★★★★
🇹🇳 Tunisia ★★★★
🇪🇬 Egypt ★★★★★
Recommended Copy Angles
#Barber-grade trim at home #Saves money on weekly cuts #Travel-friendly grooming
AI execution pipeline
generate_landing_page ugc_prompts

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