Blog
Notes from building Doclayer. Engineering decisions, what happened when we ran the product on real contracts, and the reasoning behind how it is priced and shaped. Not often, and only when there is something to say. RSS
22 September 2026
What passed and what failed when we ran Doclayer on public contracts
The numbers from our qualification runs: the cited-answer gate that passed, the extraction candidates that did not, what a local model cost, and what we do about it.
evidence, engineering
21 September 2026
Why a cell can only cite what the server already holds
The model never writes a citation. It picks from evidence the server has already cut from your documents. Here is how that works and why we built it that way.
engineering, citations
21 September 2026
Why Doclayer charges per document, not per seat
Seat pricing punishes the people who should be reading the review. We priced by reviewed document instead, and this is the reasoning, including the parts we are unsure about.
pricing, company