Methodology

Every spec shows where it came from. That's the whole point.

A database that can't show its work isn't worth querying — by a person or an agent. Here's exactly how a raw manufacturer page turns into a fact you can trust.

Three layers, each doing one job

Raw

Nothing is overwritten

Every value is collected and kept exactly as its source published it, tagged with where it came from. If a translation rule gets smarter later, it re-runs against this — nothing has to be re-collected.

Canonical

One schema, applied deterministically

A reviewed mapping dictionary turns each source's own vocabulary into a shared set of keys — the same key, the same unit, regardless of which manufacturer it came from.

Identity

The same part, tied together

GTINs, ETIM/eClass codes, and distributor SKUs cross-reference so the same physical product collected from different places resolves to one record, not duplicates.

What each number on this site counts

Every figure is a live count from the database. Behind each headline is a precise definition — and a few parts that are smaller than the headline. All of it is listed here.

FigureWhat it countsBehind the number
Products indexedEvery product record in the database, including discontinued parts.74% already carry normalized spec facts. The rest are indexed — identity, links, documents — with their specs still to be collected.
Verified spec factsEvery normalized spec fact: one value for one spec of one product, under stated conditions.Each fact is labeled with a source type and a verification status (both lists below). 75% are verified; the rest are labeled unverified — not yet confirmed, not known to be wrong.
Documents archivedDatasheet, guide and image links indexed against products.Links to the files themselves, mostly manufacturer-hosted; local copies are kept for a small subset. By type: operating guides 991K · installation guides 512K · datasheets 470K · design guides 354K · programming guides 245K · product images 526K · catalogs 419.
Core manufacturersManufacturers with at least 1,000 products in the database.216 manufacturer brands are tracked in all — each one is listed on Coverage. Depth is built brand by brand as it's needed.
Manufacturer-verifiedProducts whose data was collected from a manufacturer source: its own website, catalog or API.About where the data came from — separate from the fact-level checks and from what a product's link opens (both below). The other 6% came through distributor catalogs and are labeled that way.
Product categoriesCategories with at least one product assigned.Coverage varies by category; newer ones are still filling in.

Headline figures are measured from the live database and rounded down — “+” means at least. Shares are rounded to the nearest percent, so a list may not sum to exactly 100%.

What "manufacturer-verified" actually means

It describes where a product's data came from. A product counts as manufacturer-verified when its record was collected from a manufacturer source: the manufacturer's own website, catalog or API. A distributor catalog is a fine way to discover that a part exists — but a distributor listing never makes a product manufacturer-verified.

94% of the database meets that bar today. The other 6% were collected through distributor catalogs; they're shown, not hidden, and labeled as distributor-sourced until they're collected directly from the manufacturer.

That is a statement about data origin only. It does not say the link we show opens that exact part's page, and it does not say each fact has been checked — the lists below cover those.

Every fact carries
value + unit (and its conditions)
source_key (the raw label)
provenance_tier (what kind of statement)
verification_status (checked or not, and how)
verified_against (the page, when confirmed)
confidence score

What a product's link points at

Each product carries a link back to the manufacturer, plus a label for what kind of page that link is. The label is declared per source and returned with the link.

Link typeProductsShareWhat it opens
Product page905K97%The part's own page on the manufacturer's site.
Search link4K0.4%The manufacturer site's search for this part number.
Family page17K2%One page covering a whole product family or range.
Document, or not yet classified10K1%A PDF, or a source whose link type hasn't been classified yet.

A label says what kind of page a link is — not that someone has opened every one.

What "verified spec facts" actually means

Every fact carries two separate labels: what kind of statement it is, and whether it has been checked. They're kept apart on purpose — a distributor's statement can be verified, and a manufacturer's statement can still be unverified.

Where each fact comes from

Source typeFactsShareWhat it means
Stated by the manufacturer5.59M74%The value appears in the manufacturer's own site, catalog or API for that product.
Parsed from a manufacturer description49K1%Extracted from the manufacturer's own free-text description by a reviewed rule.
Decoded from the model number454K6%Derived from the manufacturer's type-code scheme; labeled as derived.
Copied from the product family727K10%Carried over from a representative product of the same family; labeled as such.
Stated by a distributor434K6%Taken from a distributor's listing; labeled as distributor-sourced.
Source not yet determined340K4%Comes from a record that mixes manufacturer and distributor text, where we can't yet tell who said it.

Whether it has been checked

StatusFactsShareWhat it means
Confirmed against the manufacturer's page5.59M74%The page we recorded states this value; its URL is kept with the fact.
Confirmed against a manufacturer document75K1%A manufacturer's own catalog or datasheet states this value; its URL is kept with the fact.
Confirmed by a second source64K1%An independent source gives the same value for the same spec under the same conditions.
Unverified1.87M25%Collected and labeled, but not yet confirmed by either check.

The 7.5M+ headline counts every normalized fact. 5.7M+ of them (75%) are verified, and each fact says which kind it is. A check can confirm a value but cannot prove one wrong, so “unverified” means not yet confirmed — not known to be wrong.

The LLM designs the rule once. It doesn't guess the answer each time.

The distinction matters more than it sounds like it should.

  • What we don't do: ask a model to read a spec sheet and guess the current rating every time a product is imported. That's expensive, unreproducible, and a wrong answer is silent.
  • What we do instead: for each new source, use LLM assistance once to draft a translation rule — "this label, in this source, means this canonical key, parsed this way." A person reviews that rule.
  • Then it's deterministic: a plain parser applies the reviewed rule to every product from that source. Same input, same output, every time — and it's auditable, because the rule is a readable file, not a model's internal weights.

Change is a diff, not a surprise

Every import is versioned rather than overwritten in place. When a rating changes or a part is discontinued, it shows up as an old value, a new value, a manufacturer link, and two timestamps — a claim you can independently verify, not a notification you have to take on faith.

Ask about change tracking →

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