Category guide
AI assessment software
What the category actually is, the six things worth checking before you buy anything in it, and - since we sell one of these - exactly how Scorafy measures against each.
What AI assessment software is
AI assessment software evaluates open-ended human work against criteria you define, and produces individual feedback for each person. The work can be a written answer, an uploaded document, a project submission, or a recorded video or audio response. The defining property is that the AI reads and judges the response, rather than generating the questions or matching against an answer key.
That distinction is the whole category boundary, and it is where most buyer confusion sits. A large share of tools marketed as “AI assessment” use AI at authoring time to write quiz questions, then mark by fixed key - which restricts them to closed questions with a predetermined correct answer. If what you need graded is an essay, a reflection, a take-home task or a portfolio of competency evidence, an answer key cannot help you.
The second thing to understand is that the model is not the product. Any current large language model will produce plausible feedback on a submission. What separates a tool you can defend from a chat window is the process built around the evaluation: a stored rubric, evidence attached to each score, a human who reviews and can override, control over when the respondent sees anything, and a record of all of it afterwards.
What sits next to the category but is not it
All four of these are legitimate tools. None of them evaluates open-ended work against your rubric, which is what you are buying if you are on this page.
Quiz and question generators
These use AI to write the assessment - questions, distractors, item banks. Useful, and a different job. They mark by answer key, which means closed questions only.
Proctoring and integrity tools
They watch how an assessment was taken, not what the work was worth. Often used alongside assessment software, but they evaluate nothing.
Survey platforms with scoring logic
Points-per-answer and score bands are arithmetic, not evaluation. If the tool cannot read a paragraph someone wrote and judge it against a criterion, it is a survey tool with a results page.
General-purpose chat assistants
Capable evaluators, no assessment process around them - no stored rubric, no release gate, no audit trail. Genuinely the right answer for informal, low-stakes feedback.
Six things to look for
Use these against any vendor in the category, this one included. Each says what to check, then how Scorafy answers it.
Rubric-based scoring, not vibes
The tool should score against criteria and performance levels you define, so the judgement is anchored to a standard you can show someone. If the AI is being asked "is this good?" rather than "where does this sit against this rubric?", the output is an opinion with no reference point, and two similar submissions can land anywhere.
How Scorafy does it
You build the rubric - up to 10 criteria across 6 performance levels, at the assessment or the individual question level - plus a grading schema (A-F, HD/D/C/P/F, pass/fail, competency-based) and a terminology set so reports use your organisation's vocabulary. Question weights carry through to the final arithmetic.
Evidence attached to every score
Ask to see a score next to the specific words that justified it. A tool that returns a number and a paragraph of general praise cannot be checked - a reviewer has to re-read the whole submission to verify anything, which removes most of the time saving and all of the defensibility.
How Scorafy does it
Each criterion comes back with the level selected and the evidence for it, quoted from the respondent's own answer. The evaluation is instructed not to credit a strength the submission does not support, so a weak answer produces a short candid report rather than invented praise.
A human in the loop, structurally
Not "you can edit it if you want" - an actual step in the workflow where a qualified person sees the draft, can change any score, and is recorded as having done so. If the software can send a result to a person without anyone approving it, the accountability question has no good answer.
How Scorafy does it
Assessors see the draft evaluation before anyone else does and can override any score with a comment, at the whole-assessment or the individual-question level. Overrides are recorded rather than silently replacing the AI judgement, and the AI reports its own per-criterion confidence - thin evidence raises a "human review recommended" flag instead of hiding behind a confident-looking number.
Release control
Separate "the evaluation exists" from "the person has seen it". Without that gate, a batch job at 2am becomes results in people's inboxes before anyone has looked. Ask specifically whether respondents can see a partial or unreviewed result.
How Scorafy does it
Respondents see nothing - no score, no report, no PDF - until an assessor releases the result. Release can be done individually or in bulk, and each release records who released it and when.
An audit trail you can produce on request
When a result is challenged, you need to show what the rubric said at the time, what evidence supported the judgement, who reviewed it, and when it was released. Chat logs and email threads are not this. Ask what the tool would hand you if a decision were disputed a year later.
How Scorafy does it
Each report is stamped with the exact rubric and configuration version it was scored under, overrides are kept in an append-only ledger, and every release records who released it and when. A one-button Audit Pack exports the configuration, version history, release chain, override ledger and audit log as a PDF or JSON document, so a result can be reconstructed rather than reasserted.
Data residency and retention you control
Assessment data is personal data, often about people with limited power in the relationship. Ask where it is stored, how tenants are isolated, how long it is kept, whether it trains anyone's models, and whether there is a DPA you can actually read.
How Scorafy does it
Every table carries row-level security so data is scoped to your organisation at the database layer. The primary region is EU (Dublin), with an Australian (Sydney) region available. Retention is configurable per assessment from 30 to 365 days, media can be deleted at submission, the DPA is published, and customer data is not used to train AI models.
When Scorafy is the wrong tool
- You need SOC 2 or ISO 27001 certification, or single sign-on. We hold none of the three and say so on the security page.
- You need an LMS integration over LTI, or a system of record for enrolments, HR data or workforce decisions. Scorafy is the evaluation layer and connects via its REST API.
- You only assess closed, right-or-wrong questions. An answer key is cheaper and faster than an AI evaluation, and just as correct.
- You have a handful of informal submissions and nothing turns on the result. A general chat tool is the proportionate answer - we wrote a page about exactly that.
Frequently asked questions
What is AI assessment software?
AI assessment software evaluates open-ended human work - written answers, uploaded documents, recorded responses - against criteria you define, and produces individual feedback for each person. The distinguishing feature is that it reads and judges the response. Tools that use AI to generate quiz questions and then mark them against an answer key are doing a different job: they automate the writing of the assessment, not the evaluation of the work.
How is it different from an AI quiz generator?
A quiz generator uses AI at authoring time to produce questions, then marks with a fixed answer key - so it can only assess closed questions with a predetermined correct answer. AI assessment software uses AI at evaluation time to read what a person actually wrote and judge it against a rubric. If you need to assess essays, project work, reflections, take-home tasks or competency evidence, an answer key cannot do it.
Can AI grading be defensible or compliant?
It depends entirely on the process around the model, not the model. A defensible AI-assisted result has four properties: it was judged against a documented rubric, each score is traceable to specific evidence in the submission, a qualified human reviewed it and could override it, and there is a record of who released what and when. Where a result is consequential, the human decision - not the AI draft - should be the decision of record. Regulatory obligations vary by jurisdiction and sector, so check your own; no software product makes you compliant by itself.
Does AI assessment software replace assessors?
The credible tools do not, and you should be suspicious of one that claims to. The realistic change is that assessors stop writing feedback from a blank page and start reviewing a drafted, evidence-cited evaluation. That still takes real time per submission - the honest framing is a shift from drafting to reviewing, not elimination of the work.
How long does an AI evaluation take?
In Scorafy, a report is typically generated in about a minute per completed response, not instantly. Anyone promising seconds for a rubric-mapped, evidence-cited evaluation of a long submission is either measuring something simpler or not measuring at all.
What should AI assessment software cost?
The unit that matters is the AI evaluation - one completed response, evaluated - because that is what scales with your volume. Scorafy is free for 1 assessment and 10 evaluations a month, $39 USD a month for Starter, $99 for Growth (500 evaluations, 15 assessments), and $249 for Pro (2,000 evaluations). Above that, a Business band starts from $1,000 USD per month billed annually, and Enterprise agreements are quoted rather than published. Compare tools per evaluation rather than per seat.
Which AI assessment software should I choose?
Work through the six criteria on this page against your own situation. If your results are low-stakes and informal, a general chat tool is likely enough and you should not pay for infrastructure. If results are shown to the people they are about, compared between people, or could be challenged, prioritise evidence citations, a genuine review-and-override step, release control and an audit trail - in that order. Then check data residency against your obligations before you check the feature list.
Does Scorafy hold SOC 2 or ISO 27001?
No. Scorafy is an early-stage product and states so plainly on its security page. The controls described there - row-level security on every table, human sign-off before release, EU and Australian residency options, configurable retention, a published DPA - exist today. The certifications do not, and single sign-on is not yet available. If a certification is a hard procurement requirement, that is a real reason to choose something else.
Evaluate us against our own criteria
Start free on one assessment, or bring your volume and requirements to a conversation.
Or grade one of your own submissions against your own criteria, right now.