1
Connect catalog source
Import PDP text, attributes, images, reviews, returns data, and search terms without changing the storefront.
Catalog conversion engine for complex product pages.
ForgeLens reads messy PDP data, predicts buyer hesitation, and writes tested merchandising blocks your team can approve before they ship.
Industrial hydration packScanning SKU confidence
Detected issue
Specification anxiety before add-to-cart
91%
Recommended block
Compatibility table with verified fit claims
A
PDP action plan generated
- Add a 4-row fit matrix above purchase controls.
- Replace vague benefits with measured operating ranges.
- Show warranty proof next to delivery promise.
18%median lift in PDP add-to-cart rate after approval
6.4hsaved per merchandising sprint per category
42kSKUs monitored nightly for content drift
“We stopped debating whether pages felt convincing. ForgeLens shows the exact missing proof, the commercial impact, and the copy our legal team can approve.”
From PDP scan to shippable merchandising.
The page is structured for buyers who need commercial evidence before starting a paid pilot.
2
Find purchase friction
Models classify hesitation by category: fit, safety, proof, availability, price justification, and setup complexity.
3
Approve page changes
Merchandisers get ranked blocks, copy variants, and implementation notes ready for CMS publishing.
Pilot impact estimator
Adjust your catalog volume and monthly PDP traffic. Results update instantly and stay visible on mobile beneath the controls.
$48kestimated monthly recovered revenue
64hestimated merchandising hours saved
500PDPs ranked by commercial risk
15destimated pilot payback window
Built for commerce teams, not lab demos.
Specific proof modules, state behavior, and implementation constraints are visible inside the product detail surface.
| Requirement | ForgeLens support | State |
|---|---|---|
| CMS export | Shopify, BigCommerce, commercetools, CSV | Ready |
| Review source | Yotpo, Bazaarvoice, native reviews | Ready |
| Approval workflow | Role-based merchandising brief links | Ready |
| Image replacement | Detects missing angles; does not generate product claims | Governed |
No catalog connected yetEmpty state guides the buyer to connect a source or upload a CSV. Once data arrives, this area becomes the prioritized issue queue.
Before ForgeLens
- Merchandising audits are subjective and slow.
- Product proof is scattered across reviews, returns, and support notes.
- Teams ship copy without knowing which friction it solves.
After ForgeLens
- Each PDP gets a ranked commercial diagnosis.
- Recommended blocks cite source evidence and risk.
- Approved variants move directly into the commerce workflow.