AI-powered Shopify spy tool for spotting winning dropshipping products and tracking competitor sales
AI-powered Shopify spy tool for spotting winning dropshipping products and tracking competitor sales

Find products already making money before you build
Estimated monthly website visits
Similarweb estimates for this domain, not active users. Only available observation months are shown; collection date is separate from the traffic period.
Collected Nov 11, 2026

This is our editors' assessment out of 5, not an average of user ratings. The viewpoints on this page are written by AI from what we know about the product. They are not customer reviews.
According to OpenAITools.app telemetry verified on 2026-11-11, Build or Skip (buildorskip.dev) is an AI platform indexed under AI Research Tool generating 1.31K monthly visits with a month-over-month traffic delta of -5.87K (-81.8%). Its primary geographic market is Global (— traffic share), and it operates on a Freemium pricing model. Top competing alternatives by monthly volume include PPSPY — Shopify Spy & AI Product Research (401.25K visits/mo), BigIdeasDB (74.72K visits/mo), Build Or Not (0 visits/mo).
Spotting sites with real Stripe revenue signals is a game changer for indie hackers.
Filters could be a bit more granular for niche software categories.
Found three validated SaaS ideas in my first hour browsing.
The backlink libraries included are a huge bonus for launch day.
AI-synthesized perspectives grounded in live site inspection, pricing structure, and category benchmarks — presented as editorial viewpoints rather than individual customer testimonials.
Monthly rankings of new domains and established products that show public payment or tipping signals, filterable by category, payment channel, domain rating, and registration date.
Six-month movement views help you distinguish a one-off spike from a product that keeps generating commercial activity over time.
A comment-backlink library and an AI tool directory library with submission URLs, submission methods, fees, and last-checked dates.
A stdio MCP bridge lets Claude Desktop, Cursor, Codex, and other clients query datasets and site snapshots; paid plans include unlimited calls.
A compact card next to eligible Google search results shows published payment-entry signals and domain context without leaving the SERP.
Most founders start from a hunch. Build or Skip flips that by starting from evidence: it collects publicly observable payment-entry signals from websites, groups them by month and category, and ranks domains so you can see which products are actively collecting money and which ones keep showing up release after release.
Beyond rankings, the platform layers on site intelligence. You can filter by product area, payment channel, domain rating, and registration date, then compare six-month momentum to separate a short spike from a durable trend. Backlink libraries for comment resources and AI tool directories give you the second half of the puzzle: once you have decided what to build, you have a curated list of places to promote it.
Build or Skip also ships as a Chrome extension that overlays payment signals directly in Google search results, and an MCP bridge that lets you query the dataset from agents such as Claude Desktop, Cursor, or Codex. The company is explicit that these are research signals only, not verified orders or revenue figures.
Scan new-domain and product revenue rankings to find categories where buyers are already paying, then narrow to an angle with durable momentum instead of a short-lived spike.
Filter by product area and domain rating to build a shortlist of comparable products, then review their ranking history before a build-or-buy decision.
Work through the comment backlink and AI tool directory libraries to plan outreach and listing submissions for a newly launched product.
Connect the MCP bridge so an agent can pull current datasets and site snapshots on demand while you are still in a research conversation.
Side-by-side telemetry comparison of competing AI tools in the same primary category
| Rank | AI Tool | Monthly Visits | MoM Growth | Direct traffic share | Pricing | Head-to-Head |
|---|---|---|---|---|---|---|
| ● | Build or Skip | 1.31K | -81.8% | 30% direct | Freemium | Current |
| 1 | PPSPY — Shopify Spy & AI Product Research | 401.25K | +0.3% | 84% direct | Free Trial, Paid | vs PPSPY — Shopify Spy & AI Product Research |
| 2 | BigIdeasDB | 74.72K | -22.3% | 48% direct | Freemium | vs BigIdeasDB |
| 3 | Build Or Not | 0 | 0% | — | Freemium, Free Trial | vs Build Or Not |
| 4 | Peeksta | 3.44K | +76.2% | 41% direct | Paid | vs Peeksta |
| 5 | Fluenta | 2.68K | +35.9% | 39% direct | Freemium | vs Fluenta |
| 6 | appkittie | 69.43K | -1.1% | 47% direct | Paid | vs appkittie |
AI-powered Shopify spy tool for spotting winning dropshipping products and tracking competitor sales
AI-powered Shopify spy tool for spotting winning dropshipping products and tracking competitor sales

Mine a million real user complaints for validated startup ideas
Mine a million real user complaints for validated startup ideas

SpecialistQuery startup traffic, revenue and payment signals before you build
SpecialistQuery startup traffic, revenue and payment signals before you build

Find your next winning app idea before everyone else
Find your next winning app idea before everyone else

Score any business idea against six live market signals before you build
Score any business idea against six live market signals before you build

Daily mobile app market intelligence — find what's winning before everyone else
Daily mobile app market intelligence — find what's winning before everyone else

See how a competitor actually got started, with every claim linked to a source
See how a competitor actually got started, with every claim linked to a source

Free / Open-sourceFree real-time analytics for open source projects on GitHub
Free / Open-sourceFree real-time analytics for open source projects on GitHub

Targeted research audiences with AI-verified data quality
Targeted research audiences with AI-verified data quality

Validate a startup idea with AI in about 30 seconds
Validate a startup idea with AI in about 30 seconds
AI-driven market intelligence and trade data for 10,000+ products
AI-driven market intelligence and trade data for 10,000+ products

Competitive intelligence for dropshipping and info products
Competitive intelligence for dropshipping and info products