Catalog Scout: research and commercial decision
Reviewed 2026-09-28 and re-scoped in 1.0.3 after the commercial reviewer found the weekly-audit offer undifferentiated. This is source research and a business hypothesis, not customer validation. Catalog Scout is a working project name; no trademark or domain exclusivity is claimed.
Decision (1.0.3)
Sell a new-arrivals check to home-goods Shopify merchants and to the freelancers who upload products for them. Each time a batch of new products is added, Catalog Scout does three things:
- it checks every product for missing size, material, care and assembly facts, by product family;
- it drafts each missing fact word for word from the vendor's own line sheet, citing the file, row and column;
- it hands a person a short report to verify before publishing.
Price hypothesis: $49 per batch of up to 50 new products (about $1 per product). There is an optional one-time baseline check of up to 250 existing products for $99.
The earlier offer, $49 a month for a weekly completeness report, was dropped. A $1.99/month app already audits generic fields, and a weekly re-check of an unchanged catalog finds nothing new.
Why this wedge:
- Wholesale line sheets normally carry exactly the facts that product pages miss: dimensions, materials, care and SKU.
- Getting those facts onto the page is paid data-entry work today.
- None of the cheap tools we found compare a product page with the vendor's own sheet or cite where a fact came from.
- Shopify's own AI writer works one product at a time and, by Shopify's own statement, can invent details.
This is differentiation to test, not proven willingness to pay.
What free and cheap tools already do (checked 2026-09-28)
| Tool | What it does | Price | What it doesn't do |
|---|---|---|---|
| Catalog Copilot | Scans 14+ product fields (title, SKU, barcode, alt text, SEO) and discounts | $1.99/month | No home-goods fact checks (size, material, care, assembly) are listed. It does not read a vendor line sheet or draft facts. |
| Matrixify | Bulk import/export of products via spreadsheets | Free demo plan, then $20/$50/$200 per month | It imports whatever you map. It doesn't tell you which facts are missing or where to find them. |
| Shopify Magic product descriptions | Free AI description writer inside the product editor | Free | It works one product at a time, with no bulk mode. Shopify notes that generated text can occasionally invent details, so facts still need a source. |
| A general chatbot | Rewrites or fills product copy on request | Free to ~$20/month | It has no row-level citation. It will guess a missing dimension instead of saying "ask the vendor". It has no week-over-week record. |
| Freelance data entry | A person enters product data by hand | $0.20–$4.38 per SKU in one provider’s published ranges | This is the budget line Catalog Scout competes for. We offer a checked, cited draft instead of retyping. |
Evidence ledger
All links were checked on 2026-09-28. Vendor pages describe their own offerings and prices; they do not prove buyer outcomes. No customer interviews, purchases, conversion study, keyword volumes or verified revenue were obtained.
| Source | What it supports | What it does not establish |
|---|---|---|
| Shopify product CSV documentation | Product CSV export is a standard input. Current and legacy headers coexist, and several rows can represent one product. | That a merchant's data is complete, or that a suggested change is safe to reimport. |
| Brandgate: what a wholesale line sheet includes and Sizemarker: how to make a line sheet | Line sheets typically list SKU/style number, dimensions, materials and care. | That every vendor's sheet is complete, current or in CSV form. Some come as PDFs, and a person may need to export them. |
| Mercury Minds: catalog management cost per SKU | Published per-SKU ranges for catalog data work ($0.20–$2.33 simple, $0.33–$4.38 standard). | That merchants will pay Catalog Scout about $1 per product. That is the hypothesis. |
| Catalog Copilot listing | A generic catalog audit exists at $1.99/month. | That Catalog Scout can charge more. |
| Loftvex Catalog Audit & SKU listing | Missing/duplicate SKU checks and CSV cleanup exports exist, with free and paid options. | That generic SKU checks alone differentiate this kit. They don't, so they are secondary here. |
| Matrixify listing | Bulk spreadsheet import is cheap and mature. | That merchants know which facts are missing before importing. |
| Shopify Magic listing and Shopify blog on AI descriptions | Free AI copy exists, works per product, and "can occasionally invent details". | That merchants distrust it enough to pay for cited drafts. |
| Shopify: client credentials grant and Shopify Help: about apps | Custom apps are created in the Dev Dashboard (since 2026-01-01). A client-credentials token lasts 24 hours and works only when the app and store are in the same organization. | That a service provider can pull many client stores this way. That needs a custom-distribution app and the authorization-code grant, which is not built. |
Product boundaries grounded in the input format
- Headers: normalize current
URL handle,Description,SKU,PriceandProduct image URLheaders alongside legacyHandle,Body (HTML),Variant SKU,Variant PriceandImage Src. - Grouping: group rows by product handle before checking product-level fields. Extra variant or image rows can legitimately leave the title and description blank.
- Where facts can hide: product facts may live in metafields or omitted columns, so an absence in the supplied text is not proof the store lacks the fact.
- Line sheets: products are matched on SKU/style number. Cells are copied verbatim, and a draft is offered only when the cell passes the same detector. Numbers without a unit are never turned into a size.
- What it isn't: these are merchandising checks, not legal, safety, accessibility or Merchant Center compliance checks. A supplied image URL is not opened. A repeated SKU or a zero price is marked "check", not declared an error.
Two separate demand hypotheses
- Founder/kit demand: UNKNOWN. A working demo and free source may attract people who want a narrow digital service. Views and downloads alone don't prove anyone launched it.
- Merchant demand: UNKNOWN. Test whether merchants who add supplier collections will pay about $1 per new product for a checked, cited draft. FIRST-TEN-CUSTOMERS.md has the tests and stop rules.
AI-operability red team
Verdict: partially automated today.
- Automated and tested: intake from a drop folder, the checks, line-sheet drafting, week-over-week comparison and the report.
- Tested against a local mock only: pulling products from Shopify, which works only with an app in the merchant's own organization.
- Done by a person: getting the export and line sheet, verifying drafts, sending reports, taking payment.
Key risks: willingness to pay above cheap tools; vendors without usable line sheets; false alarms and misses (see ACCURACY.md); and review time exceeding the economics (see ECONOMICS.md).