CalibratedDecisions.

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A 26-sheet plan set in 2.9 seconds

Civil and building plan sheets classified for half a cent.

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Trinay Hari @hari_trinay

Built a construction plan-set classifier with Jev.

Proq turns civil and building plan sets into bills of materials using an LLM pipeline we built on GPT-4.1. Jev classified an entire 26-sheet plan set in 2.9 seconds for $0.0052.

It matched GPT-4.1 and GPT-6 Astra on 100% of

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The decision Jev makes

Assign a topic, choose a document category, or answer whether a passage supports a citation.

Where it fits

Sorting, labelling and checking documents is classic decision work: topic labels for papers, categories for files, and whether a source actually supports a claim. All 45 documents & research projects →

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