Search "AI assessment tools" and you get a list of products that do completely different jobs sold as if they were interchangeable. They are not. A quiz platform that auto-scores multiple choice has almost nothing in common with a tool that reads a written case study and judges it against a rubric. Picking the wrong category wastes months.
This is an honest roundup. We will define the three real categories, give you five criteria to decide between them, and name who each tool is best for. Scorafy appears here as one entry for one niche, not as the winner of everything.
The three categories
Almost every tool sold as "AI assessment" falls into one of three buckets:
- Auto-scored test libraries. Multiple choice, true/false, drag-and-drop, sometimes timed coding tasks. The answer is right or wrong and the machine knows which. Fast, cheap, scales to thousands. Weak at anything open-ended.
- Scorecard and report builders. You build a quiz or survey, the respondent answers, and the tool generates a branded scorecard or PDF report with personalised results. Heavy on lead capture and marketing. The "assessment" is really a segmentation engine.
- Open-ended rubric graders with human sign-off. The respondent writes a real answer, records a video, or uploads a file. The tool reads it, scores it against your rubric with cited evidence, and a qualified person reviews and signs off before the result counts. Slower per item, but it actually measures competence.
If you only need to know who got the multiple-choice questions right, you do not need category three. If you need to judge whether someone can actually do the thing, category one will not get you there.
Five decision criteria
Before you compare products, decide where you sit on these five:
- Open-ended or closed? Are the answers fixed-response or genuinely written, spoken, or demonstrated? This is the single biggest fork.
- Does a human have to sign off? In regulated training, certification, and anywhere a decision affects someone's job or qualification, a solely-automated decision is a problem. Decide whether you need a person in the loop.
- Rubric or right-answer? Are you scoring against criteria and performance levels, or against a key?
- Compliance load. GDPR, audit trails, evidence retention, the EU AI Act. The more your assessment affects someone's rights or livelihood, the more this matters.
- Volume and speed. Ten detailed submissions a week is a different problem from ten thousand quizzes a day.
The tools, and who each is best for
TestGorilla is a strong auto-scored test library. Big bank of pre-built tests, good for high-volume hiring screens where you want to filter a large applicant pool quickly. Best for talent teams sifting candidates, not for graded coursework. See our TestGorilla comparison.
ScoreApp is a scorecard and report builder built for marketers. If your goal is lead generation through a quiz that produces a personalised result, it is well made for that. It is not built to grade competence or carry an audit trail. See our ScoreApp comparison.
Pointerpro sits between surveys and scorecards, with solid logic and automated report generation for consultants and advisory firms. Best when the output is a diagnostic report, not a pass or fail decision. See our Pointerpro comparison.
Cloud Assess is built for vocational training and workplace assessment, with strong workflow for trainers and assessors. If you want an end-to-end training and assessment system inside one platform, it is a serious option. See our Cloud Assess comparison.
Coassemble is a course and training builder with built-in quizzes. Good for onboarding and internal L&D where you want to author content and check recall in the same place. Best when training delivery is the main job and assessment is secondary. See our Coassemble comparison.
Scorafy is in category three. It reads real open-ended answers - written responses, video, audio, uploaded files - and scores them against your own rubric with cited evidence from the submission. A qualified assessor reviews and signs off every result, so no decision is solely automated. It is built compliance-first, with GDPR handling and EU AI Act readiness. Scorafy is best for RTOs and VET providers, coding bootcamps, certification bodies, and corporate L&D teams who need defensible, rubric-graded judgements on open-ended work. It is not an LMS - it is the assessment and feedback layer that sits alongside one. If you need course hosting and content delivery, pair it with a tool that does that.
How to choose in one pass
Run your use case through the five criteria. If your answers are closed and the job is screening, look at TestGorilla. If you are generating leads or diagnostic reports, ScoreApp or Pointerpro. If you want training and assessment in one platform, Cloud Assess or Coassemble. If you are grading open-ended work against a rubric and a human has to stand behind the result, that is where Scorafy fits.
Want to see the open-ended, rubric-graded approach on your own material? Book a demo and bring a real submission.