01
Source-backed records
Important product and package facts remain connected to the manufacturer page and document that supports them.
Independent research and validation
Reliable product data for landscape materials.
Material Graph is building source-backed data infrastructure that turns manufacturer literature into traceable, reviewable product and packaging information.
Current stage: Research and manufacturer-data validation. Not yet offered as a production API or commercial data service.
FROM SOURCE TO TRUSTED DATA
01CatalogsPublished source
02Tech sheetsProduct detail
03ReviewConflicts stay visible
04Trusted recordsSource-backed facts
Provenance preserved
WHY THIS MATTERS
When product facts power estimates and material calculations, where each fact came from—and whether it was reviewed—matters.
Manufacturer information can span catalogs, technical sheets, regional guides, and changing product lines. Material Graph is exploring a safer path from published literature to usable data without silently turning assumptions into facts.
OUR APPROACH
Trust is built into the data path.
Every step keeps evidence, interpretation, validation, and operational use distinct.
02
Visible conflicts
Missing or internally inconsistent specifications are isolated for review instead of being filled with convenient guesses.
03
Human-reviewed trust
Source facts, calculations, assumptions, and manufacturer answers retain separate histories and approval states.
04
Calculation-ready data
Only appropriately reviewed records become eligible for dependable estimating and material-planning workflows.
DATA PRINCIPLES
The source is evidence.
The interpretation is not.
Material Graph is designed around a simple rule: uncertainty should remain visible until evidence resolves it.
- 01Preserve published factsNever silently overwrite what the source actually printed.
- 02Separate observation from inferenceDerived conclusions remain labeled and reviewable.
- 03Quarantine unresolved conflictsQuestionable records do not quietly reach operational calculations.
- 04Keep a durable audit trailCorrections retain their source, rationale, and approval history.
WHERE WE ARE TODAY
Research before claims.
Material Graph is currently validating manufacturer data, correction workflows, canonical product identity, and the requirements for trustworthy landscape-material calculations.
Source-backed data modelActive research system
Manufacturer-data validationIn progress
External data serviceFuture stage—not publicly available
PRODUCT DATA & RESEARCH