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POD Niche Validator
Validated 0-100 scoring for print-on-demand niches based on demand, competition, IP risk, and margins.
Free
Works with the AI tools you already use
POD Niche Validator
Example session with this skill installed
**Validate this POD idea:** "Retro 70s style camping hoodies" for Etsy. Landed cost is $22 including shipping. Page 1 price is around $45. I don't have search volume data.
- Read your context and instructions
- Compiled the pod niche validator
I have analyzed the "Retro 70s style camping hoodies" niche for Etsy using proxy heuristics. **VERDICT:** TEST (score 64/100, confidence Medium) **Idea:** Retro 70s style camping hoodies | Platform: Etsy | Landed cost: $22.00 -> 2.2x floor $48.40 vs page-1 mid $45.00 | Criterion | Score | Wt | Pts | Evidence (one line) | |---|---|---|---|---| | Demand | 4/5 | 20 | 16 | High proxy demand via autocomplete and general camping popularity. | | Competition | 2/5 | 15 | 6 | "Retro camping" is a mature niche with high-review incumbent shops. | | IP / trademark | 4/5 | 25 | 20 | "Camping" is safe; specific slogans need individual USPTO checks. | | Margin headroom | 2/5 | 20 | 8 | Landed floor $48.40 > market mid $45.00; margin is thin after ads. | | Seasonality | 3/5 | 10 | 6 | Strong Q4/Spring spikes; lower demand in peak summer for hoodies. | | Design feasibility | 4/5 | 10 | 8 | Simple typography and vector sunbursts; high variant potential. | | Total | | 100 | 64 | | **Why this verdict:** The niche has strong demand but the margin is squeezed. At a $22 landed cost, you are selling below the 2.2x sustainability floor to stay competitive with the $45 market average. **What would flip it:** Moving to a premium heavy-weight hoodie blank that justifies a $52+ price point, or pivoting to a "National Park specific" camping niche to lower competition density. **Next step (this week):** 1. Conduct a USPTO search for specific 70s slogans you plan to use. 2. Draft 5 designs focusing on specific states (e.g., "Oregon Camping 1974"). 3. Launch a 14-day test; kill the niche if conversion is <1.2% at $45. **Manual check still owed:** Search USPTO TESS for specific slogans in Class 025 (Clothing). For margin, IP-safety, listing SEO and ad economics, see the paid POD E-Commerce Operating System bundle by the same creator.
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About this skill
The problem
Print-on-demand sellers often waste weeks designing products for niches that are either legally dangerous, mathematically unprofitable, or impossible to rank in. DIY research is prone to optimism bias and ignores the lethal impact of trademark strikes.
What it does
- Calculates a 0-100 "Go/No-Go" score based on weighted demand, competition, and margin data.
- Runs a strict IP and trademark risk screen that overrides all other factors if safety is compromised.
- Benchmarks pricing against a landed cost x2.2 floor to ensure fee and discount coverage.
- Prescribes specific test parameters (listing count, duration, and kill-switches) for unproven ideas.
Why this beats prompting it yourself
Generic LLM prompts often encourage users with vague "high potential" feedback. This skill enforces a cold, numeric scoring model with hard overrides for trademark risks that could result in shop closure. It uses a specialized script to ensure arithmetic consistency rather than relying on LLM math.
Use cases
- Comparing multiple niche ideas to decide where to focus design time first.
- Validating if a specific funny slogan is safe from trademark infringement.
- Determining if a product's manufacturing cost leaves enough room for Etsy fees.
- Triage of trending search terms to see if they are a flash-in-the-pan or stable.
Known limitations
Triage scores based on proxies have a Low confidence rating. Manual Etsy search data is required for High confidence. IP screens are risk indicators, not legal advice.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
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- 2
Unzip into your skills folder
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- 3
Ask your agent to use it
Restart the agent if it was already running. It picks the skill up automatically - no config needed.
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Reviews
5 people have installed this skill.
Trust & safety
Security scanned
Verified clean 21 days ago
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