Grade every kind of student work with decisions you can inspect.
Essays, handwritten proofs, exercise books, diagrams, lab images, speech, and multilingual short answers — scored with rationale, feedback, and deployment controls fit for both tutoring schools and high-stakes exams.
Text, handwriting, math, diagrams, image, speech, and languages.
A multimodal understanding layer normalizes student work before specialist raters score it.
Cloud when speed matters. On-prem when control is non-negotiable.
Zero-shot, human-in-loop, and fine-tuned onboarding paths match the stakes of the exam.
Essay grading, handwritten math proofs, and tutoring exercise books.
Dedicated workflows for real classroom and exam scenarios, not generic answer checking.
Open-the-box scoring,with an SME report.
Try the cloud path with a single student response or a batch upload.
The workflow is built around expert review: rubric alignment, subject reasoning, score rationale, feedback, and escalation notes.
From messy submissions to controlled scoring.
Evalysis is organized around four product decisions: what student work must be handled, which subject rules apply, how scores are challenged, and where the scoring run can legally operate.
Multimodal by default
Student work arrives as essays, handwriting, math notation, diagrams, lab photos, speech, short answers, tables, and mixed-language responses. Evalysis turns that into structured scoring inputs.
- Text and handwriting
- Math notation and proof structure
- Images, diagrams, speech, and languages
Broad subject coverage
Score school, exam, tutoring, and professional subjects with item-specific rubrics and reporting views, without building a custom mini-product for every format.
- Humanities and social sciences
- STEM and lab work
- Languages, arts, business, medicine, law, and vocational tracks
Multi-agent review
Independent raters, critics, adjudicators, calibrators, fairness reviewers, and audit loggers create a defensible scoring chain.
- Double-rating and challenge
- Confidence-based routing
- Replayable decision trail
Deployment for the stakes
Open-the-box cloud for pilots and tutoring schools; private cloud or on-prem for high-stakes exams with strict data residency.
- Zero-shot
- Human-in-loop
- Fine-tuned alignment
Specialist panels for high-stakes scoring.
Multimodal scoring across what students actually do on a test.
Essay & short answer
- Thesis & evidence chain
- Rhetorical structure (claim → warrant → backing)
- Domain-specific vocabulary recall
- Cohesion, register, conventions
- Legitimacy / off-task detection
The author argues that automated scoring is necessary because human capacity cannot scale with the new constructed-response volume. Two pieces of textual evidence are offered, but the second claim conflates cost with reliability, which the rubric treats as a partial-credit issue.
Built for broad curriculum coverage, not a narrow essay demo.
A school or exam operator may start with one workflow and expand across academic, professional, vocational, language, and oral-response subjects. Below is a concrete sample of the spectrum.
Coverage by submission type.
The useful question is not whether a subject is on a static list. It is whether the program can handle the work students submit and apply the right rubric, anchors, and review path.
Where each family expands
Multi-language scoring and feedback
Rubrics, anchors, examples, and feedback can be localized. The goal is not merely translation; it is alignment to the scoring culture, language background, and classroom context of the program.
Fast cloud pilots, controlled on-prem scoring.
Different exams have different stakes. Evalysis supports both open-the-box cloud use and controlled on-prem deployments, with three onboarding modes that decide how much human alignment happens before scoring at scale.
Where it runs
Choose the deployment environment first. This determines data custody, integration boundaries, and operational controls.
Cloud
Fastest path for pilots, tutoring schools, internal benchmarks, and formative feedback. Start in the Cloud Trial with a mock example or upload student work first, then review the inferred setup before scoring.
Private cloud / VPC
For districts, institutions, and assessment operators that need SSO, role controls, private storage, API integration, and stricter data boundaries.
On-prem
A major option for high-stakes exams. Keep sensitive responses inside your network, run scoring locally, and retain customer-controlled audit artifacts.
How it aligns
After the environment is chosen, pick the onboarding path. This is about rubric alignment, teacher input, and confidence thresholds.
Zero-shot
Evalysis reads the rubric and grades immediately. Best for quick pilots, low-stakes practice, and formative feedback where speed matters.
Human-in-loop
The system selects representative samples for teachers or scoring leaders to label, aligns to those decisions, then grades the rest with escalation for uncertain cases.
Fine-tuned
For formal alignment. Tune on approved samples and anchors, then receive a comprehensive report with item behavior, agreement, confidence, fairness, and routing thresholds.
Run a pilot on your own scoring data.
Bring a rubric, a sample set, and the deployment constraints that matter. We return sample traces, alignment recommendations, and the reporting shape your scoring team can review before scale.