The five questions jan/san & packaging buyers ask that your product page must answer
Jan/San and packaging buyers abandon carts over dilution ratios and SDS gaps. Here are the five questions your product page must answer, and how to fix them.

Jan/San and packaging buyers don't browse for inspiration. They search with a job already in hand: a stripped floor, a compliance audit, a proportioner that needs a specific concentrate. When a product page can't answer their actual question, they either guess and order the wrong SKU, or they call your CSR and ask instead. Both outcomes cost you. Here are the five questions that come up on nearly every Jan/San and packaging product page, using a floor cleaner concentrate as the running example, and what a data gap on each one actually costs a distributor.
Why this category is unforgiving on data
Jan/San is a bad place to have thin attributes. A single SKU can be sold as a quart, a gallon, a case of four, or a 55-gallon drum, and the buyer needs to know which one they're looking at before they click "add to cart," not after it lands on the dock. Add in dilution math, surface compatibility, and safety documentation, and you have a category where "close enough" data produces a support ticket almost every time.
Distribution's product-data problem isn't unique to Jan/San. In electrical distribution, NAED research pegs the industry-wide cost of bad product data at roughly $5 billion a year, driven by the same root cause: a customer searches for "3/4 inch brass fitting," the catalog has it listed as "0.75 in. brass connector," and the sale evaporates. Jan/San has its own version of that mismatch, just wearing different units of measure. And the buyers behind these searches increasingly don't want a rep in the loop at all; Gartner has found that a majority of B2B buyers now prefer to complete purchase research and decisions without sales assistance, which puts even more weight on the product page doing the explaining.
The five questions
1. What surface is this actually safe for, and at what dilution?
A neutral floor cleaner and a wax stripper look similar in a thumbnail. They are not interchangeable on LVT, sealed concrete, or terrazzo. If the page doesn't state substrate compatibility and dilution ratio in plain language, buyers guess, and a wrong guess on flooring chemistry means a damaged floor and an escalated return.
2. What does this actually cost per use, not per bottle?
Dilution ratios for floor care concentrates commonly run from about 1:10 for heavy degreasing up to 1:128 for daily neutral mopping, meaning one gallon of concentrate can yield anywhere from 10 to 128 gallons of ready-to-use solution. A buyer comparing two SKUs on unit price alone, without the dilution ratio to convert it to cost-per-gallon-RTU, will frequently pick the more expensive product per use. When they realize it later, that's a pricing complaint, not a product complaint, but it lands on your support team either way.
3. Is this the same item I ordered last time?
Pack size and unit-of-measure inconsistency is the single most common driver of wrong-part returns in this category: quart vs. gallon, single vs. case-of-4, drum vs. tote. If your feed lists "Case" as the unit without specifying case quantity, or if a supplier update silently changes case pack from 4 to 6, reorders go wrong and nobody notices until the truck arrives.
4. Is it compliant and documented for my facility?
Cleaning chemicals fall under OSHA's Hazard Communication Standard, which requires a current, GHS-aligned Safety Data Sheet for anything hazardous, covering handling, storage, and hazard classification. Facilities managers, especially in healthcare, food service, and schools, will not complete a purchase without a linked, current SDS on the page. A missing or outdated SDS isn't a nice-to-have gap; it's a blocked order.
5. Will this work with the equipment I already run?
Auto-scrubbers, chemical proportioners, and dispensing systems all have compatibility requirements: viscosity, foaming behavior, dilution-rate range. A concentrate that works fine in a bucket-and-mop workflow can clog or over-foam in a proportioner. If the page doesn't say which dispensing systems it's rated for, that finding happens on the floor, not before checkout.
Before and after: a floor cleaner concentrate
Here's what a typical raw supplier feed looks like next to what the page needs to say.
| Raw feed description | Enriched attributes | |
|---|---|---|
| Description | "Floor Cleaner Concentrate, 1 Gal, Multi-Surface" | Neutral pH floor cleaner concentrate for sealed concrete, LVT, VCT, and terrazzo |
| Dilution | Not stated | 1:128 daily use; 1:64 heavy soil (2 oz–4 oz per gallon of water) |
| Cost basis | $/gallon (concentrate) | $/gallon RTU at listed dilution; $/1,000 sq ft at standard coverage |
| Unit of measure | "Case" | Case of 4 x 1 gal; also sold as 1 x 55 gal drum |
| Compliance | No link | Current SDS linked, GHS pictograms listed, Green Seal-certified |
| Equipment fit | Not addressed | Rated for low-foam auto-scrubbers and closed-loop proportioners |
Ask an answer engine
Buyers, and increasingly the AI tools they use to shortlist products, ask questions like: "neutral floor cleaner concentrate safe for LVT flooring with a 1:128 dilution ratio and current SDS." If your page's raw attributes don't contain the surface, the ratio, and the compliance status in structured, readable form, it doesn't surface as an answer. It doesn't matter how good the product is if the data can't answer the question.
The checklist
- Substrate compatibility stated explicitly, not implied by product name
- Dilution ratio and ounces-per-gallon, sourced from the manufacturer label
- Pack size and case configuration confirmed against the current supplier feed, not a stale import
- SDS linked, current, and GHS-labeled
- Equipment or dispensing compatibility noted where relevant
- Cost-per-use math available, not just cost-per-unit
Where Anglera fits
None of this requires ripping out your PIM or ERP, or a multi-year systems integration project. Your PIM stores the data; Anglera does the work of scoring what's missing across dilution ratios, unit-of-measure fields, and SDS links, gap-filling values pulled from supplier documentation, and keeping the catalog current as case packs and formulations change. Distributors sitting on a flat file or a partial catalog can typically get a working, enriched feed live in a matter of weeks, not quarters, which matters most in a category where a five-question gap on the product page shows up as a return, a support call, or a lost sale before anyone on staff even knows it happened.
