options
The feed shows one color, but the landing page opens a different variant
Check whether it refers to the same product, color, and standard.COMMERCE INTELLIGENCE / web all in.A consistent product story.
Product data and AI commerce
A consistent product story.
A clearer reason to choose.
Prices in shopping search, options on product pages, and questions from customers all describe the same product. We find and fix the information gaps that get in the way of a purchase, from your core product records to each sales channel.
Review how your product information connects
Turn a customer's comment into a clearer product explanation.
We compare recurring questions about sizing and fit with product data, turning pre-purchase uncertainty into clear criteria for choosing.
MATCH THE PRODUCT FIRSTA matching product name
A matching product name
does not mean matching information.
If the listed product and the variant being purchased differ, comparisons of price and stock can be misleading. We align the product, variant and sales terms before identifying errors to correct.
It does not end with ‘the data is different’.
We identify the source of truth and which information needs changing.
Product · Variant · Market · Date checked
price
The price in your shopping search is different from the price of the selected option
Compare discount conditions, currency, and confirmation timestock
The feed says available, but the selected size is out of stock
Check variant inventory and feed refresh statusONE PRODUCT. EVERY SELLING SURFACE.From changes in a file
From changes in a file
to changes on the live product page.
Sending a feed does not establish that customers see the right information. We check the chain from source data to processing results on product pages and sales channels.
criteria for comparison
We align the product, variant, market and the date the information applies to.
Master product record · Missing information to verifyDifferences to Fix
We distinguish valid differences in sales terms from outdated or conflicting information.
Grounds for differences / Judgment of the person in chargeWhere changes will be made
We identify which product attributes, product pages and supported feeds need updating.
Channel-specific revisions · Approval scopeCheck the sales screen
We compare delivery results with live pages and check for remaining errors.
Implementation records · Follow-up workChoosing · Do variants and descriptions match?
Buying · Are prices and purchase terms consistent?
Your online store · Google Merchant Center · Naver Shopping
We define what to compare and update based on each channel's available data, specifications and integration permissions.
THE QUESTION BEHIND THE PURCHASEEven a single review
Even a single review
needs to be grounded in product facts.
When customers ask, “Will it work for me?”, we look for missing conditions. We do not turn individual experiences into product specifications; we improve explanations using evidence verified by the product owner.
- B2C purchase decisions
- Place fit and usage conditions, variant differences, and shipping and return guidance where customers need them on the product page.
- B2B evaluation
- Connect specifications, compatibility, applications, verified certifications, lead times and quotation terms to product information and the inquiry journey.
A SHARED RECORD FOR YOUR TEAMProduct and marketing teams,
Product and marketing teams,
working from the same record.
We start with reference data in your existing PIM, ERP or online store, and define one workflow for what changes, who checks it and what to review after implementation.
The next question to investigateAfter product information changes,
do customer choices change too?
do customer choices change too?
We review product-level traffic, purchases and recurring inquiries alongside changes in promotions, stock and demand.
- Product reference sheet
- Product and variant identifiers, source systems, approved facts and items needing further verification.
- List of differences and corrections
- Evidence of channel discrepancies, where changes are needed, approval owners and implementation methods.
- Implementation verification record
- Updated version, pages and processing results checked, remaining exceptions and items to revisit.
- Information customers need to choose
- Questions found in reviews and inquiries, products needing clearer explanations, and changes to monitor.
The responsible owner verifies changes to source data and sales terms. We use file transfers, operational collaboration or API connections as appropriate for your environment.
THE NEXT REASON TO BUY.PRODUCT × CUSTOMER × CHOICEGive your existing products
Give your existing products
a new reason to be chosen.
Reasons to buy that appear in reviews but are missing from product pages.
Product names, variants and sales terms that conflict across channels.
We align information about the same product and add evidence that helps customers choose with confidence.
Start with how you manage products today.
Can you review Google Merchant Center and Naver Shopping together?
We can compare prices, stock, variants and descriptions using product data from your store and sales channels. For Google Merchant Center, we check the account and target country's requirements. Other channels, including Naver Shopping, depend on the data and permissions available. Direct API integration is not included by default for every channel.
Does this service submit products directly to AI shopping platforms?
We first review your store's accessibility, product descriptions, structured data and supported product feeds. Direct AI shopping submissions or integrations are discussed after checking platform, country, account and program eligibility. Better information does not guarantee AI recommendations, citations or specific search visibility.
Do you use the wording from the review directly in the product description?
Reviews reveal which conditions customers care about. We do not treat individual experiences as objective product specifications or performance claims. We verify facts with product owners and keep evidence separate from customer questions when improving descriptions, comparison tables and FAQs.
If the price or inventory is different, will it be automatically overwritten?
We first align the variant, country, currency, discount conditions and time checked. We distinguish legitimate channel differences from stale data before deciding what to change. Source systems, approvers and implementation methods are agreed with you; important sales information is not changed in bulk without verification. We check successful delivery and the live sales page separately.
Does this work for B2B manufacturers and products sold by quotation?
Yes. B2B buyers may need specifications, compatibility, applications, certification evidence, lead times and quotation details more than a price and cart. We improve page structure and inquiry paths using catalogs and technical documentation. Quote-only products that do not meet online purchase requirements are not automatically submitted as shopping ad products.
Should I change my current product management system?
We start with your PIM, ERP, online store and product files. We retain your reference data, document gaps and channel differences, and choose file transfers, operational collaboration or API integration as appropriate. Your team verifies changes to source data and published sales information.