About SoloClientLab.com
An independent experiment in e-commerce judgment. I take real products from Pinduoduo, price them against a 20-item benchmark, and publish the one element that is actually killing the sale. Contact: soloclientlab.com@gmail.com
Current experiment: a listing autopsy series. I take real products from Pinduoduo — the most price-competitive e-commerce channel in China — price them against a 20-item benchmark set, and write down which single element is actually killing the sale, plus where my own judgment could be wrong.
Where it stands: 20 products sampled in one category, 3 full autopsies completed, 0 verified sell-through results. Nothing in this series is a proven playbook yet, and it is labelled accordingly.
Why it belongs here: it is the same question this site has always asked — what makes a stranger willing to pay — asked from the seller's side instead of the consultant's side.
SoloClientLab.com is an independent experiment: one person writing down how he judges whether a product can sell, before and after the sales numbers come in.
Everything published here is labelled for what it is — a judgment, a sample, or a verified result. Contact: soloclientlab.com@gmail.com.
Turn scattered public conversations into clearer signals worth a closer look.
Make it easier to keep decisions, files, and next steps where they can be found.
Reduce the small pieces of remembering and re-sorting that make good work harder to run.
Move recurring sorting and handoffs out of your head without adding a giant software suite.
We look for a task that independent professionals already repeat and understand where the context gets lost.
We preserve the source language and the practical detail needed to decide whether a signal is worth acting on.
We test a focused tool or preview before adding more setup, automation, or product surface area.
The result should help someone review, organize, follow up, or decide without needing a new methodology.
When a workflow is useful, it becomes a small product with honest limits and a clear path to try it. Current product: LeadRadar for CNC / Manufacturing →
Keep the original language and workflow detail together instead of reducing a useful signal to a vague label.
Internal checks and early previews stay separate from stronger signs such as repeat use, replies, and product feedback.
Paid use, review, export, and feedback decide what stays in the product and what gets left out.
Practical notes explain a specific problem and point to the next useful action. Start with a guide, then try the workflow if it fits.
Workflow Signal Research
I ran a ¥13.40 octopus phone holder against a 20-listing benchmark and told the seller to cut the price by 26%. Four hours later, with 232 listings collected, the median price for that scene turned out to be ¥13.40 — exactly what the product already charged. Here is the correction, the eight listings that made it obvious, and where a buyer-side benchmark stops being able to answer the question at all.
Manufacturing Social Lead Discovery
One person, no agency, no ad budget, 1.5M impressions in three months. Here is the weekly loop behind it — export Search Console, let an AI find the gaps, answer one exact question per page, then repeat — plus what still has to be fixed on the landing page for visibility to become revenue.
Manufacturing Social Lead Discovery
Many CNC machining companies have the production capabilities to take on more work but struggle to consistently find new customers. This guide explores how CNC shops can discover buyer demand, identify purchasing signals, and build a repeatable B2B lead generation workflow.