Interactive demo · Designs by Duhart

The ingest that refuses to guess

Reference qualification is label-first. An ambiguous row is never resolved by position, by order, or by the nearest match. It is held, and a run containing a held row does not publish. Run the transform and see which rows it holds.

interactive

Tier 2 transform, normalize/flat

Source cell	Qualified reference
`Net revenue, FY24`	not run
`COGS (excl. D&A)`	not run
`Other`	not run
`EBITDA margin %`	not run
`Adj. EBITDA*`	not run

A Foundry custom widget over typed Tier 2 transforms. Reference qualification is label-first, and an ambiguous row does not get a best guess. It fails closed and is held for a human. Try the rows above.

Label-first qualification against the ontology
Ambiguity is held, never resolved by position
One held row withholds the whole exhibit

Written up in full: The Palantir J8 exhibit factoryAll demos