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Amira Labs
LanguageSense24/7 Proactive AI Module

Know what language is on air. Every channel, every track.

Continuous spoken language identification across your live feeds, with alarms the moment the audio stops matching what the track should carry.

Wrong-language audio is one of the most visible faults a broadcaster can put to air, and one of the hardest to catch by ear across dozens of channels. LanguageSense listens to every track continuously, identifies the spoken language in sub-minute windows, and raises an alarm when reality stops matching the plan.

  • Cloud and on-prem
  • Live and file-based
  • Private local AI models
Book a live demoGet startedSee it running

LanguageSense · Live Operator Surface

4-Track Spoken Language Lock · Sub-minute window · 98.4% conf

LIVE TAPSports Feed Main · Intl MuxMPEG-TS
14:22:08
Real-time track telemetryTC 14:22:08
  • A01 (PID 256)Detected English · Expected English
    OK · 99%
  • A02 (PID 257)Detected Spanish · Expected Spanish
    OK · 98%
  • A03 (PID 258)Detected Spanish · Expected French
    MISMATCH · 97%
  • A04 (PID 259)Detected German · Expected German
    OK · 99%
CRIT

Wrong language on A03 (Detected SPA · Expected FRE)

Proactive suggested fix

Restore router crosspoint #14 so PID 258 carries French Booth 2 instead of Spanish SAP.

Click to test operator action

Why operators switch

Nobody can listen to forty channels at once

Without Sense · Manual & legacy probesReactive spot-checks

Multi-language operations put the wrong audio to air more often than anyone likes to admit: a mislabeled track, a failed switch, an upstream feed that changed without notice. By the time a viewer complaint reaches the MCR, the fault has been on air for minutes.

  • 1 operator cannot monitor 40+ tracks by ear or eye at once
  • Legacy probes confirm packet presence, not what airs inside the stream
  • Faults survive on air for minutes until viewers or affiliates complain
With LanguageSense · Proactive 24/7 augmentationContinuous AI watch

LanguageSense is the operator who never takes their headphones off. It knows what language every track should carry and says something only when that stops being true.

  • Watches 100% of licensed tracks simultaneously with zero fatigue
  • Flags the exact fault, timecode clip, and fix while you can still act
  • Augments your crew to cover 10x more feeds without extra headcount
In production at a Tier 1 US media company, monitoring live channels around the clock.

Live signal pipeline

How it works

  1. 01STAGE 01

    Tap every track

    LanguageSense monitors each audio track of each channel independently, including mono, stereo, and dual-mono layouts.

  2. 02STAGE 02

    Identify continuously

    Spoken language is identified in sub-minute windows tuned for playout monitoring, where a fast, confident answer matters more than a transcript.

  3. 03STAGE 03

    Compare against the plan

    Each track carries an expected language. Divergence raises an alarm.

  4. 04STAGE 04

    Alarm with discipline

    Alarms fire, get acknowledged, can be snoozed with a countdown, and resolve themselves when the audio recovers.

Product demo

Watch LanguageSense catch a wrong-language event

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

A track drifts from its expected language. The alarm fires, the operator acknowledges, the feed recovers, the alarm resolves itself.

Built for broadcast operations

Capabilities

  • 24/7 ACTIVE

    Per-track identification

    Multichannel, multi-language feeds monitored track by track, not channel by channel.

  • PROACTIVE ALARM

    Language-mismatch alarms

    Expected language per track, alarms on divergence, full lifecycle from first fire to self-resolution.

  • ZERO FATIGUE

    Built against alarm fatigue

    Healthy feeds stay quiet. Problems surface in one place, once, with the context to act.

  • FLEET SCALE

    Fleet-wide health view

    One screen answers "is anything wrong anywhere," which is the only question that matters at 3 a.m.

Modular switchable extensions

Skills are coming to LanguageSense

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

Per-track add-on
  • SKILL 01Switchable per track

    Daypart Language Plans

    Expected language by schedule, for channels that legitimately change language through the day.

  • SKILL 02Switchable per track

    Dialect Identification

    Distinguish closely related languages and regional variants where the difference matters.

  • SKILL 03Switchable per track

    Track-Map Verification

    Confirm the whole track layout matches the plan, not just the language on each track.

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

Signal chain

In

SRT, RTMP, MPEG-TS, HLS, JPEG-XS (TR-07), and file-based content including MXF.

MPEG-TSSRTHLSRTMPJPEG-XS (TR-07)MXF OP-1a
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.

Your GPU rack or VPC$0 token fees
Out

Mismatch alarms in the Sense UI, plus a REST API and real-time event stream your monitoring stack can subscribe to.

Sense UI AlarmsREST & WebhooksNavi Correlation

Questions

See LanguageSense on your content

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

Book a live demoGet startedAsk a question