Datalab rebuilds chart understanding: 93% fewer wrong values, 3x faster at same $3/1k pages

VikParuchuri · x · 2026-10-08

Datalab shipped a rebuilt chart-understanding pipeline for its Convert document parser: incorrect-value outputs down 93%, unsupported hallucinated figures down 56%, accuracy up 28%, and chart processing 3x faster (p50 9.1s vs 34.3s) at an unchanged $3 per 1,000 pages. Page text outside charts is now never altered.

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