The expert grader that never blinks.
Send or stream your lab’s video to one simple API. Powerful vision models can handle any OS, GUI or CLI and return results beyond just completion. No access to your environment needed.
Video in. Verdict out.
Send the signal
Point your lab’s video output at the API: upload a finished recording or stream the session live. Pixels are all we need.
The models watch
Powerful vision models follow the session end to end, reading the screen the way an expert proctor would, step by step, in context.
Get the verdict
A structured result comes back: completion, effort, points of struggle and integrity signals, ready for your platform.
Any screen. Every stack.
Because Vidience reads video, not internals, it covers every common lab environment. No dependency on how it’s built.
Native GUI
Desktop applications, rendered anywhere.
Web GUI
Browser consoles, dashboards and web IDEs.
Any OS
Windows, Linux, macOS. Wherever the lab runs.
Domain CLIs
Domain-specific command lines and terminal-first workflows.
access
required
Vidience never enters the client environment. Nothing to install, nothing to integrate inside the lab. Video out → results back. That is the entire integration surface.
Beyond the checkbox.
Completion tells you the box got ticked. Vidience tells you what it cost: the effort spent, the moments of struggle, and whether the work was honest.
How hard the learner actually worked, not just whether they finished.
The exact moments where things got hard, surfaced so you know where learners fight the material.
Every session is watched for attempts to cheat, flagged as the models follow along.
Now grading: you.
Four checks. If they land, Vidience was built for your platform
You run a practice, cert-prep, or hands-on lab platform.
You maintain in-VM grading scripts, and your engineering team feels it.
You ship new labs faster than your grader pipeline can keep up.
A security review has pushed back on what runs inside your virtual environments.
Asked, answered.
If a human reviewer could grade it from a screen recording, yes.
Frontier vision models behind a swappable assessor interface. When better or cheaper options ship, they slot in without changing the API contract.
Encrypted blob storage in your region. The default container purges within 24 hours; JSON verdicts are retained 30 days.
Supported. Storage and processing both run in your region, so EU data stays in the EU.
Per-assessment, billed monthly. We size it against your volume during the intro call. Pricing is being calibrated with partners and isn't published yet.