Rubric video evaluation

Evaluations: Score videos against configurable rubrics with reviewable evidence.

Upload a video, choose a rubric, and get a per-item evaluation table with credited / not credited / needs review outcomes, confidence, timestamped evidence, screenshots, and derived scores. Reviewers can override each AI call with an audit note, making this the general-purpose rubric engine for education, clinical training, sales QA, compliance, and other evaluation workflows.

Built for Education, clinical training, compliance, coaching, and QA teams.

A hand checking items off a checklist
Rubric video evaluation

Sample output

Rubric score table

Item: asks open-ended question — credited
Evidence: 02:11 timestamp and screenshot
Score: 8/10 composite

Workflow fit

Built for teams that need evidence, not just summaries.

VidScanner Evaluations is designed for Education, clinical training, compliance, coaching, and QA teams. Instead of treating video as a file to watch from start to finish, the app indexes the recording, identifies important moments, and turns the source footage into a structured deliverable that can be searched and reviewed.

The workflow starts with a video to evaluate plus a rubric template. The strongest results come from recordings where the camera lingers on important evidence and the speaker narrates key context. VidScanner keeps the generated output tied to the source video so reviewers can verify what was seen or said before they export it.

What to upload

A video to evaluate plus a rubric template.

  • Early-childhood classroom observation
  • Clinical OSCE or practical-skills recording
  • Sales-call quality review
  • Retail or safety compliance walkthrough

What you get

A review table with item-level AI outcomes, evidence, screenshots, overrides, and computed scores.

  • Per-rubric-item status and confidence
  • Timestamped evidence text
  • Screenshot from the evidence moment
  • Derived scores computed from rubric formulas
  • Human override audit trail

Exports

  • CSV (one row per rubric item)
  • JSON (full evaluation payload)

Common evaluations workflows

Tips for better results

Up to 1 hour per evaluation by default
Use stable rubric item IDs before running production evaluations
Put age, role, cohort, or site fields in subject metadata so gates can apply
Treat overrides as calibration data, not just edits

Questions teams ask

What should I upload to VidScanner Evaluations?

A video to evaluate plus a rubric template. Good examples include Early-childhood classroom observation and Clinical OSCE or practical-skills recording.

What does VidScanner Evaluations produce?

A review table with item-level AI outcomes, evidence, screenshots, overrides, and computed scores. Outputs include Per-rubric-item status and confidence, Timestamped evidence text, Screenshot from the evidence moment.

Can I try VidScanner Evaluations before paying?

Yes. VidScanner supports a free account so teams can test the upload, search, and export workflow before choosing a paid plan.