Blog

The Verification Budget

Every user of an extraction tool has a finite amount of attention they'll spend checking its output. The tool's real job is to spend that budget well — and most tools spend it badly.

Absent vs. Unknown

When document extraction returns an empty field, there are two very different reasons. Collapsing them into a single null output is a design mistake that quietly destroys trust.

The Extraction Boundary

There's a line between what a document processing system can extract and what requires domain reasoning. Getting that line wrong in either direction is expensive.

The Large Document Problem

Document processing tools that work on short documents often break on long ones. Large-doc support needs to be a day-one requirement, not a later addition.

The Clean Pass

When a pre-sale doesn't hit its threshold, that's not a failed launch — it's the most honest market signal you can get. The clean pass is a real outcome, not a consolation prize.

The First Cohort as Instrument

The founding cohort isn't just your first customers — they're your most reliable source of signal about what to build next. The pre-sale bought you access to that instrument.

The Hard Close

A pre-sale without a deadline is a survey. The hard close date is what transforms an open question into a real signal — and forces the honest answer.

Scope at the Threshold

When a pre-sale hits its threshold, the first decision is scope: what exactly are you building for the people who paid? The answer should be narrower than you think.

The In-Tool Demo

A demo that runs in the buyer's existing tool is more persuasive than a video walkthrough, because it removes the translation step between 'I saw it work' and 'I can use it right now'.

The Single-Use-Case Landing Page

A landing page for a pre-sale has one job: convert the right visitors. That means it should describe one problem, one audience, and one outcome — not the product's full feature set.