The method
A language model is an unreliable industrial component.
Most tools call a model and display the answer. We treat a model call the way a factory treats a machine on a line. Three properties, all live today.
The three properties
Every editing pass is a job with a record.
Each pass a house starts is registered before it runs, carries a timeout, and ends in an explicit terminal state — ready, failed or timed out. A pass that never finishes is detected and recorded rather than quietly disappearing.
One door for the editors.
Every editorial read — Alex, Sam and Jordan — passes through one component that records the model, token counts and cost of each call.
A file we cannot read properly is refused.
A manuscript that fails validation is refused with the reason stated, never loaded in a degraded state and never silently repaired. A completed stage shows whether it was completed by a person or by the system.
Measured, not modelled
Figures from real manuscript reads in production, October 2026: two books, at 47,000 and 64,000 words. Outside that range a timing is an estimate, and we will say so.
31m 44s
47,000-word read
32m 55s
64,000-word read
6
model calls per read, each recorded
82
chapters, longest run
Turnaround is close to flat with manuscript length — a 36% larger book took 4% longer, because the five analyses run concurrently and wall-clock time is dominated by model latency, not word count. A read does not depend on anyone’s browser: the job record exists server-side, and completion shows on the house’s Books list.
What this buys you
Every one of those properties exists so that a result you disagree with can be taken apart. If an editor at your house says a finding is wrong, there is a record of which call produced it, and against which text. A tool that cannot be audited cannot be argued with, and an editorial opinion you cannot argue with is not much use.
Put a manuscript through it
The fastest way to judge us is the product’s own: send one manuscript through the read and compare the result with your editors’ view of the same book. Write to us — a person reads every enquiry — and we will also send the technical specification: what the system does, how it is built, and what it does not yet have. A specification that contains only good news is a brochure.
publishers@authorslab.ai