A measurement instrument, not another question dump.

Why we built it

Most certification prep falls into two traps. Cheap apps ship wrong, outdated answers — the kind that quietly teach you the wrong thing until the real exam punishes you for it. And the better static banks still can’t tell you the one thing you need: where you actually stand. We started CutScore because a high-stakes exam — one that gates a job, a raise, a promotion — deserves prep that is both correct and honest about your readiness. Those are the two jobs. We treat everything else as secondary.

How every question is made

Trust here isn’t a slogan; it’s a pipeline you can hold us to. Every question is independently authored and moves through a governance gate that fails closed — meaning a question cannot reach you unless every check passes.

• Sourced from the blueprint and official docs only. Each question is written from the exam’s public blueprint and the vendor’s own published documentation — and nothing else. We never use “brain dumps” or recalled exam content, ever. That’s both a legal line and a quality line.
• Fully traceable. Every published question carries its provenance — the blueprint objective it maps to and the source links behind its answer. You’ll see those source links right on the answer explanation and on every concept page.
• Expert-authored and human-approved. Questions are verified against their sources and require a human sign-off before they’re published. No question goes live on automation alone.
• Fail-closed. Missing a source, a failed check, or no human approval means the question stays unpublished. We’d rather show you fewer questions than one we can’t stand behind.
• Reportable. Every question has a one-tap report button. If something looks off, tell us — corrections are part of the process, not an embarrassment to hide.

How the readiness number stays honest

The readiness score is engineered to under-claim. It is read off the lower bound of a confidence band, never the average — so a thin amount of practice produces a wide, cautious band, exactly as it should. We will show you no number at all when the data is too thin to be honest, and we’ll only say “Ready — book your exam” when that lower bound clears the pass mark with margin and every domain is covered.

There are no streaks, no confetti, and no bars that fill up to make you feel good. None of that would make you more ready; some of it would make the number lie. A conservative, sometimes-uncomfortable estimate is the entire point.

Independent by design

CutScore is independent. We are not affiliated with, endorsed by, or sponsored by any certification vendor, and we don’t use their logos to imply otherwise. Vendor and exam names are used only to describe what we help you prepare for. Our job is to be the cross-vendor, adaptive layer that gets you to the official exam — not to pretend to be the exam.

Freshness is the operational edge

Exams change, and new ones appear faster every year. Our authoring and governance pipeline is built to cover new and revised blueprints quickly and to keep existing questions current — without ever loosening the gate above. The library is multi-certification from the ground up (starting with AWS Certified AI Practitioner), and your progress on shared concepts carries across the certifications you study.

Who’s behind it

CutScore is built by The Plain Works Co. — a small, deliberately focused team. We’d rather earn trust through what we publish than through a wall of logos or claims you can’t check: the source links on every answer, a readiness number that admits when it doesn’t know, a guarantee tied to our own “ready” call, and a correction process anyone can trigger. If you ever find a question you think is wrong, we want to hear it — that feedback is how the standard holds.