AI assessment for product management competency
Rubric-graded, human signed-off. Not a quiz generator.
Free plan - no card required.
Scorafy is the assessment-feedback layer for product management certification and L&D. It reads a candidate's open-ended submission - a written product case, a prioritisation rationale, a PRD or spec, a discovery plan or a recorded decision walkthrough - then maps it to your rubric with cited evidence taken from the work. A reviewer such as a head of product or L&D lead checks every result and signs off before it is recorded, so no judgement is made by software alone. It is not a roadmap or backlog tool - it reads the submission the way a product leader would and handles the grading and feedback alongside the tools you already use.
What you assess for product management competency
- Framing a problem and defining the outcome to move, rather than jumping to a feature
- Prioritisation and trade-offs, including how the candidate decides what not to do and justifies it
- Discovery and use of evidence, including whether decisions rest on user insight or on opinion
- Writing a crisp spec or PRD that a team can build from without constant clarification
- Aligning stakeholders, including how the candidate handles a strong opinion that conflicts with the evidence
A worked rubric criterion
You define the criteria and levels. Scorafy grades each answer against them, with the evidence.
Criterion
Prioritises a roadmap and justifies the trade-offs
Why a quiz won't cut it
A multiple-choice quiz can confirm a candidate knows a prioritisation framework, but it cannot show whether they would frame the right problem, make a defensible trade-off, or hold the line on evidence against a senior opinion. Product competency is judgement under ambiguity, and it lives in how a candidate reasons through a decision and explains it. Scorafy grades that open-ended evidence against your rubric, so you assess the product thinking, not the framework recall.
Written, video, audio or file
A recorded walkthrough adds value because explaining and defending a decision is core to the role. A candidate can upload a recording where they talk through a prioritisation call or a product decision and answer the "why", plus written artefacts such as a PRD or a prioritisation matrix. Scorafy assesses the spoken reasoning alongside the documents against your rubric, so both the decision and the way it is communicated are part of the evidence the reviewer confirms.
A qualified person signs off
Scorafy drafts the scoring against your rubric and references the evidence. A qualified assessor reviews every result, overrides anything, and finalises it. The AI score is kept alongside the human-final score as an audit trail, so no decision is solely automated and every result can be explained.
Compliance and defensibility
A certification or L&D result affects whether someone is signed off to own product decisions, so a human reviewer should confirm it. Scorafy is built compliance-first under the GDPR and the EU AI Act, and assessment is treated as a higher-scrutiny use of AI. A reviewer checks and signs off every result - there is no solely-automated decision. Every score keeps an audit trail showing the rubric applied, the evidence cited, and the reviewer who confirmed it, which is what you rely on if a result is questioned.
Frequently asked questions
Can Scorafy assess a product case and a recorded decision walkthrough?
Yes. A candidate can submit a written product case, a PRD or prioritisation rationale, and a recorded walkthrough. Scorafy assesses all of it against your rubric, cites what supports each judgement, then a reviewer checks and signs off.
Can the rubric reflect our own product competency framework?
Yes. You write the rubric and the levels, so it can mirror the competencies and standard your program assesses against. Scorafy maps each submission to those criteria and shows the reasoning behind each score for the reviewer to confirm.
Does software decide whether a candidate passes?
No. Scorafy drafts the scoring against your rubric and shows its reasoning, but a reviewer checks, can override any score, and signs off before the result is recorded. No decision is made by software alone.
Is Scorafy a roadmap or backlog tool?
No. Scorafy is the assessment-feedback layer. It grades open-ended product work against your rubric, and it works alongside whatever roadmap, backlog or LMS tools you already use.
See it on your own rubric
Start free, build one rubric, and run a real submission through it before you decide.