MatWorld Additive · data trust

How we check Additive's data

Every value traces to a source you can open. It is read in the source's own words, tested by rules, checked by a person, and labelled on the page with how it got there.

The method

Five layers between a source and the value you see.

  1. 1

    A source you can open

    Every value we read for Additive comes from the maker's own page or data sheet, or an openly licensed study — and links back to it.

  2. 2

    Read in the source's words

    An AI model reading a maker's page must return the exact sentence or table row each value came from. Open datasets are parsed from their files.

  3. 3

    Tested by rules

    Every reading is tested against the source text — the quote, the number, the unit, the property — and refused if it fails.

  4. 4

    Checked by a person

    A person checks a sample from every process family against the source, weighted toward the riskiest readings. A wrong value is removed, and finding one widens the sample.

  5. 5

    Labelled on the page

    Each value read by AI shows its source and whether a person has reviewed it. If a source is read again and a value changes, its review is cleared until a person looks again.

Applied across Additive

Every kind of data has its source and its checks. A person's review covers what an AI model reads from makers' pages and data sheets.

Machine specs and material lists

Where it comes from
The maker's own product page or spec sheet, with the date it was read.
Automated checks
The quote must be in the source and state this spec, and the number, converted by our own arithmetic, must land in a sensible range. A machine's materials link to the printed form of an alloy, never the wrought one.
Human review
Sampled across every machine family

Material data sheets

Where it comes from
The material maker's data sheet, one row per grade.
Automated checks
The quote must be in the source and state this property; the build orientation, condition and statistic must be the sheet's own, and a mean and a minimum stay separate values.
Human review
Sampled across every process the data sheets cover

As-printed test data

Where it comes from
Public-domain government test data and CC BY studies — only where the licence allows commercial use.
Automated checks
Parsed from the published files, never retyped. A curve read from a figure is labelled as digitised and refused if it disagrees with the study's own strength.
Human review
Not sampled — each value cites its study and licence

Descriptions and application tags

Where it comes from
Written from the material's own record.
Automated checks
Refused if they state a number the record doesn't hold or claim certification, compliance or biocompatibility. Tags use only the description's own words.
Human review
Not sampled

What “reviewed” means

A person compared the value with its cited source and found it read correctly — the number, the unit and, for a material, the orientation and condition it was measured in.

It checks the reading, not the material. MatWorld does not test materials or certify values, and a maker's data sheet states the maker's own results. Every page carries this notice:

Reference data from cited sources. Not verified or certified by MatWorld Inc. Verify against the source before use in design.

The Terms say more about using reference data.

The principles under it

  • Cited or absent

    A value we cannot trace to its source is not stored.

  • Printed is not wrought

    A printed material never borrows the wrought alloy's strength, stiffness or curves. Only chemistry carries over, marked as such.

  • Never averaged

    Each grade, table, build orientation and statistic stays its own value.

Data trust — how Additive's data is checked | MatWorld