Engineering Intelligence
Is AI document triage worth it, or are you buying a demo?
Your senior engineers are spending their most expensive hours reading requirements, test reports and design review records. A vendor has quoted you a platform. This is a one-to-two week independent read on whether LLM-assisted triage would actually reduce that load in your pipeline — before you fund anything.
Request this assessmentDocument classification flow — illustrative
Why this sits on a separate page
The same evidence. A narrower question.
ZOYA's core practice is architecture risk quantification. This assessment exists because the underlying problem shape is the same one — structured evidence buried in engineering documents — and because the same document corpus that reveals architectural coupling also reveals where review effort is being wasted.
It is offered as a discrete engagement rather than a headline service, because a firm that appears to do everything is usually trusted to do nothing particularly well.
What you get
A feasibility answer, not a platform sale.
A feasibility assessment identifying where in your specific document pipeline LLM-assisted triage would meaningfully reduce expert review load — and, equally, where it would not. A scoped pilot with a break-even model, so the business case rests on your numbers rather than a vendor's.
Measured precedent for comparison: a 45% reduction in expert review time on comparable engineering document sets. That figure comes from the research underlying ZOYA's method, not from a customer deployment, and it is offered as a reference point rather than a promise about your environment.
What this engagement deliberately excludes
We do not build the system, integrate it, or resell anyone else's platform. There is no implementation contract waiting behind this assessment. That constraint is the point — an evaluation is only worth commissioning from someone with nothing to gain from the answer being yes.
Start with a scoping call.
One to two weeks, fixed fee. Free 30-minute call first, and an honest answer about whether it's worth running at all.
Request this assessment