Built on the official Etsy Open API — extending to more marketplaces
Find what's worth building.
A research agent that searches the marketplace, analyzes demand, competition, pricing, growth, and market gaps, and surfaces the product opportunities worth investigating — with the evidence behind every one, so your next product decision is backed by evidence, not a guess.
Not sure what to build? Find Opportunities lets the agent search on its own. Already have a niche in mind? Analyze My Idea researches it directly.
Demand and growth figures are marketplace signals derived from public listing data — never presented as confirmed sales.
Niche
Budget spreadsheet templates
Demand proxy: 40 listings observed, ~980 reviews, ~11.3k favorites. A marketplace signal — not confirmed sales.
The problem
Most people choose products based on assumptions.
OperTunity Analyzer replaces guesswork with evidence — turning raw marketplace listings into a structured, explainable read on where the opportunity actually is.
Features
Everything you need to evaluate a niche
Niche Discovery
Start from one keyword and OperTunity Analyzer expands it into related search terms, then pulls matching listings from the marketplace so you're evaluating a whole niche, not one product.
Demand Signals
Review counts, favorites, and listing volume combine into a Demand Proxy — an honest signal of buyer interest, never presented as confirmed sales data the public API doesn't expose.
Competition Analysis
Listing density, how concentrated reviews are among a few dominant sellers, and price clustering are measured together to show how contested a niche really is.
Price Intelligence
Median, percentile spread, and premium-tier headroom reveal whether a niche supports a healthy price range — without assuming that expensive automatically means better.
Growth Signals
Where historical snapshots exist, review growth, favorite growth, and new-listing rate show whether a niche is heating up or cooling off — labeled as a proxy, not a guarantee.
Market Gap Detection
Deterministic analysis of listing titles, tags, pricing, and review text surfaces concrete gaps: missing features, missing formats, a missing premium tier, or a repeated buyer complaint.
Opportunity Score
Demand, competition, price, growth, and market-gap signals combine into one 0–100 score with a classification from Exceptional to Avoid — plus a separate confidence rating so you know how much to trust it.
Product Recommendations
Every strong opportunity comes with a concrete starting point: a suggested product concept, feature set, and price range — all derived directly from the evidence, never invented.
Opportunity Score
One number. A clear decision framework.
Every niche is scored 0–100 by combining five weighted components into a single, explainable number — so you can compare opportunities at a glance instead of juggling five separate metrics in your head.
The score always comes with a separate Confidence rating — built from sample size, data completeness, and historical depth — because a niche can look exceptional on paper while still resting on thin data. We never manufacture confidence to make a number look more trustworthy than the evidence supports.
Opportunity Score formula
Competition Opportunity is the inverse of measured competition (100 − Competition Score) — a less-contested niche contributes more opportunity, not less. Weights are configurable in the underlying scoring engine, not hardcoded into the interface.
How it works
From keyword to decision
- 01
Choose a niche or keyword
Type in a product idea. OperTunity Analyzer normalizes it and expands it into related keywords worth searching alongside it.
- 02
Analyze marketplace listings
Matching listings are pulled from the marketplace, deduplicated, and classified as digital, physical, or mixed products.
- 03
Measure demand, competition, pricing, and growth
Reviews, favorites, listing density, price spread, and — where history exists — growth trends are turned into explainable 0–100 signals.
- 04
Identify market gaps
Titles, tags, pricing, and review text are scanned for missing features, missing formats, and repeated buyer complaints.
- 05
Get an opportunity score and recommendation
Every signal combines into one Opportunity Score with a confidence rating, an explanation for each component, and a concrete product recommendation.
Market Gap Intelligence
See what the market is missing
Scores tell you how much opportunity exists. Market gaps tell you where it is — found deterministically from listing titles, tags, pricing, and review text, with the evidence behind every finding.
Example findings — illustrative, not a live analysis
Only 4% of listings mention "video tutorial" — a feature bundle emphasizing it could stand out.
Almost no listings offer a "Canva" format — an underused format/tooling niche.
Very few listings target a premium price tier — room for a higher-priced, higher-quality offering.
Few sellers offer a bundle/kit — packaging related items together is likely underexplored.
Repeated buyer complaint pattern ("wish it had") appears across multiple reviews.
FAQ
Frequently asked questions
Stop guessing. Start researching.
Let the research agent search the marketplace and surface opportunities with the demand, competition, pricing, growth, and market-gap evidence behind every one.