Buy Unilog if you want a vendor's team to build your catalog and are fine renting their shared 10M-SKU library; buy Anglera if you want software that enriches your own SKUs into your PIM in ~30 days, every value cited.
Both claim to enrich product data. This page is about where that claim stops.
Unilog sells product content in two shapes — a continuously updated library of branded content, and a services program scoped to your standards and executed by their team — so the question for a category manager isn't quality, it's which shape covers the SKU that sits outside the library and outside the last scope.
Mine every spec from every source.
Every value traced to a document you can open. The catalog is only as honest as what it was built from.
Aim the catalog at the buyer who actually buys.
Grounded data still loses if it answers questions nobody asked. Alignment is what turns specs into conversion.
Product data is a practice, not a project.
Markets move, suppliers reissue, buyers change what they ask for. A catalog that is right in March is wrong by August unless something is watching.
Scored against public documentation. Grouped by the three acts — so you can see which ones Unilog Content Services leaves on your desk.
Team sources from manufacturer sites, spec sheets, vendor assets
PDFs, spec tables, drawings, manuals, images, sites
Services team designs taxonomy and attribute models per project
Proposes fields your schema never had
Normalizes values to standardized formats; ISO 8000 certified
Normalizes and governs allowed values, versioned
Custom taxonomy development plus category attribution and channel publishing
Auto-classifies; channel and marketplace mapping
No per-value source citations found; approval workflows only
Every value cites its source doc and page
B2B distributor focus; no per-persona content variants found
B2B specifier and B2C shopper enriched differently
Scrapes competitor sites for pricing, trends; delivered as insight
Reviews, search, competitor rails, social — fed back
Writes unique SEO-optimized descriptions and enriched attributes
Original copy per persona and channel
Sources and optimizes product images; no image generation found
Generates studio-grade imagery for photoless SKUs
Vendor library refreshes; custom enrichment runs as projects
Re-enriches on its own after go-live
Gap-fill analysis in projects; no catalog health scoring found
Scored against your standards; nothing publishes below bar
Delivers into CX1 PIM; API syncs ERP, DAM, middleware
Writes back to PIM, ERP, warehouse, commerce
REST API sold as add-on; no webhooks or MCP found
API, webhooks, and MCP servers
Unilog's own Bangalore content team does the work; people-led
Anglera owns the work; review is a guardrail
“Buyer signals” is the emptiest phrase in this category, so here is the literal thing. Each of these is an observation from a live market, the gap it exposes, and the field that gets created as a result.
Searches for "3/4 EMT connector raintight" return the entire connector category — the raintight compression fittings and the dry-location set-screw ones sit in one undifferentiated list, each with the same three-line description.
Listing environment isn't a field. It appears as a phrase inside some descriptions and not others, so it can't be faceted, can't be filtered, and can't be checked against the job the contractor is buying for.
wet_location_listingRaintight | Wet Location | Damp Location | Dry Location Only | Concrete TightReviews keep saying the same thing in different words: it buzzes and cuts out at the bottom of the dial on the dimmer the customer already had on the wall.
The page says "dimmable" and stops. Which dimming protocol the driver accepts lives in a manufacturer PDF, so the showroom buyer has no way to check the ELV dimmer in their remodel against the driver before it's installed.
dimming_protocol_supported (multi-select)TRIAC (forward phase) | ELV (reverse phase) | 0-10V | DALI | Non-dimmableTheir listing carries NEMA 4X, 316 stainless, 14-gauge body, and a hinged-cover note. Ours carries the manufacturer's marketing line — "weatherproof outdoor enclosure" — and a photograph.
The environmental rating never arrived as structured data on the imported and private-label enclosure lines. It exists as prose in a spec sheet, so a spec buyer filtering on NEMA 4X is filtering on a field our SKU doesn't populate.
enclosure_environmental_ratingNEMA 1 | 3R | 4 | 4X | 12 | 13 (IP equivalent stored separately, not conflated)Unilog's own page frames CX1 Content Services as work its experts "design and execute" as "a program that aligns with your goals, processes and systems" — you align on data requirements, taxonomy needs, and deliverables, and a team runs it. That shape fits work with edges: a custom taxonomy build, a data cleanse for an ERP merge, a gap-fill pass. Next to it sits CX1 Content Subscription, a continuously updated library sourced from direct relationships with nearly two thousand manufacturers, which by construction carries what that library carries. Anglera's argument, not Unilog's: the SKUs that sit outside both still need someone — the private-label ball valve with no supplied Cv rating, the imported fitting whose GTIN and finish spec disagree between the ERP and the vendor sheet. We run that as a standing practice, alongside CX1 PIM and the subscription.
Values are normalized into a governed, versioned set of allowed values — so a filter works, and keeps working after the next import.
3/4 in0.75"3/4"19mm3/4 inchDN200.75 in (DN20)Six suppliers, six spellings, one physical size. Filters only work once they agree.
BlkblackBLACK MATTEMatte BlkRAL 9005Black — MatteFree text makes a colour filter useless. A governed value makes it a facet.
SS316316 StainlessStainless Steel 316A4 StainlessStainless Steel — 316 / A4Same alloy, four vocabularies, plus a trade name. Buyers search all of them.
Filling the fields you defined has an invisible ceiling: a catalog can hit 100% complete and still miss the attribute that loses the sale, because completeness is measured against a schema someone drew years ago. Schema Foundry reads competitor listings, buyer searches, review complaints and your supplier docs, and proposes the fields you never defined — which is where Unilog Content Services stops.
How Schema Foundry works
Unilog Content Services is the managed product content and catalog enrichment arm of Unilog (distinct from its CX1 commerce/PIM platform). Human content teams build, enrich, gap-fill, normalize, and taxonomize SKU data to a customer's specifications, and Unilog also sells a CX1 Content Subscription: a syndicated library of 10M+ pre-enriched, vendor-managed SKUs with continuous updates and images/video. It serves B2B distributors, wholesalers, and manufacturers, with content production run largely through offshore operations. Pricing is custom/quote-based, combining the content subscription with per-project custom SKU enrichment and taxonomy services.
Pricing: Custom/quote-based: CX1 Content Subscription (library access) plus per-project custom SKU enrichment and taxonomy services. No public per-SKU pricing.
Unilog Content Services websiteDistributors who want a managed team producing catalog content to spec: ISO 8000 normalization, custom taxonomy build, and a 10M+ vendor-managed SKU library, with no tooling to run in-house.
We'd rather tell you here than in month three of an implementation.
Capability verdicts reviewed against Unilog Content Services's public documentation on July 14, 2026. Vendors ship quickly — if something here is out of date, tell us and we'll correct it.
Bring one category and your supplier files. In 30 minutes you'll see it enriched — complete, structured, and consistent enough to launch on — plus the attributes your schema didn't have yet.
Book a demo