Nestack Agent Care
Industries / Media & Entertainment / Broadcast QC & compliance

Media AI agent · Transmission

Broadcast-QC & Compliance AI Agent

Measure a finished master against its delivery spec, check the access, classification and scheduling requirements, and hold anything that fails — a named compliance officer reads the result and signs the transmission release.

4–6 weeksTypical delivery
Your stackDeployment
Named officerTransmission
Agent CareAfter launch

What this agent does

Measures the file against the delivery spec

In
01

Take the finished master, the delivery spec version and the transmission order it is booked against.

02

Read the classification, content warnings and scheduling restrictions already issued for the programme.

Reason
03

Measure loudness, true peak, flash and pattern risk, freeze, black and level against the spec.

04

Read the structure — line-up, clock, part timings, programme start and the audio track layout.

05

Check caption presence, timing and accuracy score, and whether a description track carries content.

Decide
06

Hold the file on any failed check and name the measurement that failed.

07

Route the whole programme to the compliance officer with what was measured and what was not.

Out
08

Hand over the fault list, the measured figures and the spec version each was read against.

09

Retain what was checked, what failed, what a person overturned and what went out anyway.

Product statement

The agent measures and reports. It does not pass anything for transmission: no programme goes out until a named compliance officer has signed the release.

Example workflow

One master, end to end

AgentHuman
1Master receivedA finished file with the delivery spec version and the transmission order it arrives against
2Structure readLine-up, clock, black, part timings, programme start timecode and the audio track layout the spec asks for
3Measurements runIntegrated loudness and true peak, flash rate and pattern risk, freeze, black, levels and timing
4Access and content checkedCaption presence, timing and accuracy score, description track, classification, warnings and scheduling restrictions
No human action required

Stages 1 to 4 run without a person in the loop — the file is measured and the whole fault list is written before anyone is asked to read it.

5DecisionSplits on the check result
Nothing failed

Reaches the compliance officer clean.

A check failed

Held with the failing measurement named.

Compliance officer and transmission controller

The compliance officer reads the fault list against the programme; the transmission controller confirms the version, the restrictions and the slot before the release is signed.

Accept · Re-check · Send back
Signed — handed back
6Transmission releaseOnly after a named compliance officer has read the fault list and signed it
7Outcome evaluatedCheck coverage, disagreement with the compliance viewing, faults found on air and the corrections logged
Overturned calls

Calls a person overturned are counted, by check and by genre.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Passing a programme for transmission.
Clearing or suppressing a photosensitivity flag.
Issuing or changing a classification or content warning.
Overriding a failed delivery-spec check.
Automation boundaryAgent acts unaided
Measure the file against the named delivery spec version.
Read the structure and check caption and description carriage.
Flag photosensitivity risk, classification mismatch and restriction conflicts.
Hold the file on a failed check and name the measurement.
Write actions run only inside the approval boundaries agreed during implementation. Transmission is not one of them.
Signing off a territory or compliance version.
Moving a programme across a scheduling restriction.
Changing a loudness, flash or caption threshold.
Notifying a regulator after an on-air fault.

Example output

One master, measured before transmission

Everything the agent measures is attached to the file and the spec version it was read against.

QC output · single masterIllustrative example
Programme
Delivered to
Slot
Checks
Confidence
Transmission
Documentary, one hour
Channel spec v4.2
Pre-watershed
Two failed — held
91%
Not signed
As receivedThe master, the spec version it was booked against and the classification already issued.
Evidence used Integrated loudness read Flash sequence at 12:04 Caption gap, 40 seconds
Why it is heldA sequence at 12:04 crosses the flash threshold; forty seconds carries no caption.
ActionAcceptRe-checkSend back
What the score decidesIt decides how much the officer re-checks by hand, not whether the programme may go out.

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value landsValue 01 – 04
Every master deliveredFrom the delivery and the transmission order
03Measurement

Measure what a viewing cannot

Integrated loudness, true peak, flash rate and pattern, caption timing and part structure are figures. They are read off the file rather than judged in the room.

01Approved path

Send the viewing a measured file

The measurements, the structure read and the carriage checks are finished before the compliance officer sits down, so the hour goes on the editorial call rather than on the meters.

02Human review

Catch it in the file, not on air

A loudness, caption or flash fault found after transmission is a complaint, a correction and a regulator-facing record. Found in the file, it is a re-deliver and a slot that still holds.

04Build an evidence trail

Retain the spec version, each measurement, the flags raised, who signed the release and what was found on air afterwards — on both paths.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

Playout & schedulingPlayout automation · Scheduling
As-run logs · Traffic systems
Media & transcodeMAM · Transcode farms
File QC engines · Delivery watch folders
Access servicesCaption files · Description tracks
Signing files · Access logs

Agent

Broadcast QC & compliance

Measures the file
Checks the carriage
Names the fault

Compliance recordsClassification records · Warnings
Territory versions · Complaint logs
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six layers between the model and transmission

Each control wraps the one inside it. A file clears every layer before it reaches a compliance officer, and the release itself sits outside all six.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeReturn checking to staff if measurements or on-air faults degrade.Roll back
L5Version monitoringTrack model, prompt, threshold and delivery-spec changes against results.Track
L4TraceabilityRecord the spec version, each measurement, the flags and who signed the release.Record
L3Transmission releaseTransmission release is signed by a named compliance officer, not by the agent.Gate
L2Viewer-safety flagsA photosensitivity flag holds the file at every tier; the agent cannot clear it.Hold
L1Spec conformanceChecks are run against the delivery spec version named on the order.Match
Model coreCheck result — measurements, carriage findings, the faults named and the confidence on each
L1 – L2Decide whether the result may stand
L3Decides who signs the transmission release
L4 – L5Keep the spec version and the trail honest
L6Pulls automation back when signals degrade

How Nestack evaluates it

Evaluate the measurement, not only the pass or the fail.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the fault list a compliance officer opens
Depth of coverage ▼
E1Final-output evaluationDoes the fault list match what the compliance viewing found?
E2Measurement evaluationDo the loudness, flash and timing figures match a reference meter?
E3Tool evaluationDid it read the right master, version and spec, and write nowhere else?
E4Access-service qualityDoes the caption score agree with a person reading the same hour?
E5Slice evaluationHow does the result change across genres, eras and languages?
E6Business outcomeHow many faults were found after the programme had gone out?
Floor — the faults that reached air anyway

Failure modes

Where each failure originates in the agent

Seven failure modes plotted against the five stages of the agent lifecycle. The ones that matter are the ones a meter reads as clean.

Agent lifecycleDirection of processing →
01 · File & spec1 mode
BQ-01

Measured against a superseded spec

The channel moved the spec after the last delivery.

Stage gathersThe master, its spec version and the transmission order
02 · Measurement2 modes
BQ-02

Loudness passes, dialogue buried

Integrated level passes, speech sits under the mix.

BQ-03

Stage lighting read as flash risk

A clean concert master is held on a false flag.

Stage measuresLoudness, true peak, flash and pattern, structure
03 · Access & content2 modes
BQ-04

Caption score clears accented speech

Errors dilute across the hour and the metric passes.

BQ-05

Description track present, silent

Carriage is measured, not what is on the track.

Stage checksCaptions, description, classification and restrictions
04 · Report1 mode
BQ-06

A clean report read as clearance

Nothing failed is taken to mean it may go out.

Stage returnsThe fault list a compliance officer reads
05 · Change / Version1 mode
BQ-07

A moved threshold re-reads the past

Yesterday's passes disagree with today's limit.

Stage tracksModel, prompt, threshold and delivery-spec changes
Sev-1 · a fault goes out on air Sev-2 · the file is measured against the wrong thing Sev-3 · a transmittable programme is held

Affected slices

The wrong calls sit in the speech and in the old masters

Accented and multilingual speech, re-mastered archive and as-live shows carry most of what a compliance officer overturns and most of what reaches air with a fault. Nestack reports performance by slice, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Accented and multilingual speech6.8%4.5× Review
Archive and re-mastered masters4.1%2.7× Review
As-live and live-to-tape2.7%1.8× Watch
Returning-series episodic deliveries1.1%0.7× Normal
Bar: wrong-call rate lift vs. episodic-series baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

A check is only as current as the spec behind it

Delivery specs, thresholds and scheduling rules are revised, and a check nobody re-reads keeps measuring against a document that has been replaced.

Improvement cycle · five stagesSwitchback — the path turns at Improve and returns at Learn
01Detect

On-air faults, overturned calls or held-file counts move on one channel.

02Diagnose

Traced to the spec version, a measurement, a carriage check, a threshold or a restriction rule.

03Improve

The threshold, spec mapping or check is changed with your compliance officer, and version-linked.

04Verify

Re-run against masters already transmitted, including the ones that went out with a fault.

05Learn

The fault is written into the delivery spec your suppliers and the agent both read.

Learn → DetectThe return edge. Each cycle re-reads the spec and the scheduling rules as they now stand — a threshold that passed last quarter may not be the one in force.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, specs and measurement, access-service checks, evaluation, the release workflow, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01QC discovery and automation-boundary definition.
02Delivery-spec and channel-profile mapping.
03Master ingest and structure reading.
04Loudness, level and true-peak measurement.
05Photosensitivity flagging and hold rules.
06Caption presence, timing and accuracy.
07Audio-description and access-service checks.
08Classification, warning and restriction checks.
09Evaluation suite, slices and regression masters.
10Fault report and compliance-review workflow.
11Playout, scheduling and as-run integration.
12Observability, deployment and Agent Care handover.
12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel Final scope and sequence confirmed in discovery

Engagement tiers

What each tier includes

Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.

Capability✓ in scope · — not at this tier PilotOne channel, one spec ProductionProduction QC integration AdvancedMulti-channel / multi-territory
Introduced at Pilot
Delivery-spec, loudness and true-peak checks
Caption timing and accuracy scoring
Audio-description carriage checks
Classification, warning and scheduling checks
Photosensitivity flagging and hold
Named-officer transmission release
Baseline evaluation
Introduced at Production
Playout, scheduling and as-run integration
Additional channels, specs and master volume
QC observability and evaluation
Introduced at Advanced
Multi-territory versions and enterprise controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on the channels and delivery specs in scope, check coverage, access-service depth, volume of masters, release controls and deployment requirements.
Separate from buildBuild pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.

What we need from you

What you bring, and what we build with it

Each input maps to a piece of build scope and a week in the delivery timeline.

You bringWe build with it
01How a programme reaches transmission today, and who signs it QC discovery and automation-boundary definitionWeek 1
02The delivery specs and channel profiles you deliver against Delivery-spec and channel-profile mappingWeek 1
03Masters that already transmitted, the clean and the faulty Master ingest, structure reading and the measurement baselineWeek 2
04Your loudness, flash and caption thresholds as they stand Measurement thresholds, photosensitivity flagging and hold rulesWeek 2
05Classification records, warnings and scheduling restrictions Classification, warning and restriction checksWeek 4
06Faults that went out, and how long it took to find out Evaluation suite, slice reporting and regression mastersWeek 4
07Named compliance officers and transmission controllers Fault report, review workflow and the release stepWeeks 5–6
Nothing else is required Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

Phases are drawn over the weeks they actually occupy. Week 5 carries both the evaluation slices and the first releases signed by a named officer.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Programmes in scope, delivery specs and who signs a release W2Master ingest, structure reading and the first measurements W3Caption, description and access-service carriage checks W4Classification, restriction and threshold rules, slices and evaluation W5First releases signed under approval and targeted corrections W6Production validation, on-air fault review and handover
Reading the bandThe photosensitivity flag and its hold rule are in place in week 2, before any file reaches a compliance officer in week 5. The bars show that order, not a smooth ramp.
At the end of W6Programmes have gone out under a named compliance officer's signature, with the spec version and every measurement behind each one on file, then Agent Care takes over monitoring.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Media AI agent

Build a broadcast-QC agent around your delivery specs and your compliance team.

Show us a programme you delivered last month, the spec and channel profile behind it, and a fault that reached air. We'll measure that master against your own spec and show you what it would have held, what it could only flag, and what no meter would have caught.

Nestack Agents · Broadcast QC & complianceAGT-ME-09 · Agent Care available after launch