AI E-Commerce
Signal Engine.
Turn thousands of customer voices into a scored e-commerce decision report in about 30 minutes. Built for operators who need sourcing, positioning and product judgement before they spend money.
Launch product for solo Shopify, Amazon FBA and TikTok Shop operators.
See it work in 50 seconds
Brief. Process. Decide.
Brief the niche
Type a product niche, known competitor or buyer problem. Optionally send a product photo through the Telegram bridge.
Process the signals
The engine gathers customer voice, demand movement, competitive gaps and cost constraints into one structured run.
Read the verdict
You receive a report, dashboard and mind-map with frequency-scored wedges, two product concepts and a plain decision.
Four signals. One verdict.
The pack turns fragmented research sources into a consistent operator workflow: customer voice, market demand, economics and product concepts in one run.
Amazon review voice
Mines 3-star-weighted reviews across benchmark products so the report sees real buyer friction, not only happy testimonials.
Customer voiceReddit language
Pulls unfiltered buyer language from relevant communities to reveal pains, objections and positioning words customers already use.
Market languageGoogle Trends demand
Adds a demand trajectory chart so you can separate rising categories from noisy niches that only look exciting in isolation.
Demand signalBackward FBA economics
Turns a target retail price into a maximum factory price, so sourcing decisions are grounded before you brief a supplier.
Unit economicsA research system, ready to run.
Portable Claude Code and Codex skill for running the Signal Engine.
HTML report and dashboard templates for grounded customer-voice output.
Amazon, Reddit, YouTube and Google Trends source workflow notes.
Backward FBA calculator logic for retail-to-FOB sourcing checks.
Sample reports and setup materials packaged for Gumroad delivery.
Voice wedges
Recurring customer complaints converted into scored differentiation angles.
Demand chart
Google Trends movement summarised in the report, not left as another open tab.
FBA ceiling
A practical maximum factory-cost target based on the price you need to sell at.
Concept proposals
Two product directions with sourcing, positioning and copy implications.
Before you buy
Is this a list of product ideas?
No. It is a research engine for evaluating a niche you already care about. The output is a decision report, not a generic trend list.
Does it replace judgement?
No. It compresses noisy customer and demand signals into a structured verdict so you can make a better operator decision faster.
Do I need to code?
You do not need to write code, but you should be comfortable following setup steps in Claude Code or Codex and adding your own API keys.
What happens after purchase?
Gumroad gives instant access to the pack. Follow the setup guide, install the skill, add the required keys and run your first niche.