VQSense

Visual quality, assessed on every feed

Black, freeze, and lip-sync faults caught the moment they happen, on every channel you run.

Built for your facility

Your content stays in your facility.

  • Cloud and on-prem
  • Live and file-based
  • Private local AI models

Watch VQSense catch a picture fault

Recorded from a live session. What you see is the product.

A feed goes to black. The alarm fires before the first viewer complaint would have been typed.

The monitor wall only works if someone is looking at the right monitor

Black on air, a frozen frame, audio drifting out of sync with the picture: these are the faults viewers actually notice and remember. They are also the faults a human wall-watcher misses, because they happen on channel 31 while the operator is dealing with channel 6.

VQSense looks at every channel with the same attention, all the time.

How it works

  1. Tap every feed

    Live channels over your existing transports, plus file-based QC on demand.

  2. Assess continuously

    Black, freeze, and AV-sync assessed in real time on every feed.

  3. Alarm with discipline

    Faults fire alarms with the full lifecycle: fire, acknowledge, snooze, self-resolve when the picture recovers.

  4. Feed your stack

    Every fault is an event on the API and event stream, so your NMS and automation see what VQSense sees.

Capabilities

  • Black and freeze detection

    The two faults every viewer notices, caught in the moment on every channel.

  • AV-sync fault detection

    Lip-sync error detected as it develops, not after the complaints arrive.

  • Live and file-based QC

    Continuous assessment on live output, batch assessment on file-based content.

  • Built against alarm fatigue

    Healthy feeds stay quiet. A fault surfaces once, with context, in the critical zone.

Skills are coming to VQSense

Every Sense ships with its core capabilities. Skills extend it, switchable per track, priced only when you turn them on.

  • Artifact Detection

    Macroblocking, banding, and compression artifacts scored on live output.

  • Sync Drift Trending

    AV-sync tracked over time, so slow drift is caught before it becomes visible.

  • Channel Quality Scoring

    A continuous per-channel quality score for reporting and SLA evidence.

Want early access to a Skill? Tell us in the demo.

Signal chain

In

SRT, RTMP, MPEG-TS, HLS, and file-based content including MXF.

Out

Black, freeze, and AV-sync alarms in the Sense UI, plus a REST API and real-time event stream for NMS and automation.

Runs where you run

Every Sense runs on private local AI models, on your hardware or in your cloud account. Nothing is sent to a third-party inference service, ever. Deployments range from a single GPU server to a rack, sized to your channel count. We spec the hardware with your engineering team before anything ships.

Questions

See VQSense on your content

Demos run on your content: live streams or files. Bring a sample and watch it work.