Nestack Agent Care
Industries / Media & Entertainment / Audience support

Media AI agent · Audience support

Audience-Support & Community AI Agent

Answer playback, account and device questions for a viewer, draft the community reply and log an accessibility complaint against its clock — with cancellations routed, not handled, and a named manager publishing.

4–6 weeksTypical delivery
Your stackDeployment
Manager postsPublic replies
Agent CareAfter launch

What this agent does

Answers the viewer, drafts the public reply

In
01

Take the viewer's message from chat, email, the help centre or a community thread, with account and device attached.

02

Read the session it is about — player errors, device, app build and the status of the service in that region.

Reason
03

Answer from the published help centre, the service status page and the account record, and cite what it came from.

04

Check what a title's availability, release date or feature actually is before saying anything about it to a viewer.

05

Draft the community reply in the brand's approved voice, and mark any plot detail or unannounced date it contains.

Decide
06

Detect a cancellation request and hand the viewer straight to the cancellation path, with no offer in between.

07

Detect an accessibility complaint, a legal threat, or talk of self-harm or abuse, and route each to its owner.

Out
08

Send the reply on the approved private channels, disclosed as an AI agent, and hold every public post for a person.

09

Retain the message, the sources read, the reply sent and the complaint clock the case was logged against.

Product statement

The agent answers on the approved private channels. A named community manager publishes anything public, and no offer, credit or cancellation decision is made on this path.

Example workflow

One viewer contact, end to end

AgentHuman
1Message receivedChat, email, the help centre, an in-app report or a post in one of your community spaces
2Session and account readPlayer errors on that session, the device and app build, entitlements on the account and the regional service status
3Reply drafted from sourcesThe published help article, the status page and the account record, cited beside the sentence each one supports
4Duty screenCancellation, accessibility complaint, legal threat, a minor's account, or a disclosure of self-harm or abuse
No human action required

Stages 1 to 4 run without a person in the loop — the session read, the draft and the duty screen are finished before anyone is asked to look. A disclosure of harm ends that stretch on the spot.

5DecisionSplits on the duty the message carries
Routine, sources agree

Goes back to the viewer as a private reply.

Carries a duty, or is public

Goes to the person who owns it, unsent.

Community manager and support lead

Reads the draft and the sources behind it, then puts anything public up under the brand's name — and takes the case over when it carries a duty the agent must not answer.

Approve · Rewrite · Escalate
Approved — handed back
6Reply sent or post heldSent on the private channels the boundary allows, disclosed as an agent; anything public waits for a person
7Outcome evaluatedAnswer accuracy against the source, repeat contacts, complaints logged to their clock and the edits made before a post went up
Rewrites

Every line a manager changes before it goes up is counted.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Posting a reply in a public community space.
Making an offer, a credit or a refund.
Standing between a viewer and cancelling.
Confirming a fault fixed or service restored.
Automation boundaryAgent acts unaided
Answer playback, sign-in and device questions.
Read the session's player errors, device and regional service status.
Draft the community reply and mark any spoiler in it.
Log an accessibility complaint against its clock and route it to a named owner.
Write actions run only inside the approval boundaries agreed during implementation. A cancellation is routed, not handled.
Answering a disclosure of self-harm or abuse.
Closing an accessibility complaint.
Confirming an unannounced date or plot detail.
Changing macros, the duty screen or routing.

Example output

One viewer contact, annotated

Everything the agent sends is attached to the contact it answered.

Support output · single viewer contactIllustrative example
Viewer wrote
Channel
Session
Logged as
Confidence
Fault
Subtitles out of sync
In-app chat, disclosed
2 errors
Accessibility complaint
87%
Not diagnosed by the agent
As receivedThe viewer's own words, the channel used, and the fact that the agent named itself as one.
Evidence used Caption track present Two player errors Help article, sync
Why it left the queueA captions complaint carries a response duty and a clock. The accessibility owner answers it.
ActionApproveRewriteEscalate
What the score decidesHow much a person re-reads before the reply goes back, not how faulty the captions were.

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 viewer contactChat, email, help centre and community threads
03Sources & status

Answer from what is published

Use the help centre, the status page and the account record as they stand now.

01Approved path

Clear the routine questions first

Playback, sign-in and device questions are answered on the private channels, not queued behind them.

02Human review

Get the duty to its owner early

An accessibility complaint, a legal threat or a disclosure of harm leaves for the person who owns it.

04Build an evidence trail

Retain the viewer's words, the session read, the sources cited, the reply sent and the manager's rewrite — on both paths.

Integrations

Typical integrations

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

Support desk & ticketingZendesk · Intercom · Freshdesk
Salesforce · helpdesk APIs
Subscriber & entitlementAccount service · billing platform
Entitlements · device registry
Playback & deliveryPlayer telemetry · QoE dashboards
Status page · incident tooling

Agent

Audience support & community

Answers the viewer
Holds public replies
Routes the duty

Community & socialDiscord · Reddit · X and Meta pages
Sprinklr or Khoros · in-app forums
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 your audience

Each control wraps the one inside it. A reply clears every layer before it leaves, and anything that appears in public sits outside all six.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeReturn the queue to your support team if evaluations or signals degrade.Roll back
L5TraceabilityRecord the message, sources read, the reply sent, the clock and the rewrite.Record
L4Disclosure and scopeThe agent names itself, and retrieval is scoped to that contact's account.Disclose
L3Publication gateAnything that would appear in public stops for a named community manager.Gate
L2Duty screenCancellation, harm and complaint signals are checked.Screen
L1Source groundingAnswers are checked against the published help centre.Ground
Model coreReply drafted — the answer, the article cited, the session read and confidence
L1 – L2Decide whether a reply may stand
L3Decides who speaks in public
L4 – L5Keep the agent named and the trail intact
L6Pulls automation back when signals degrade

How Nestack evaluates it

Evaluate what the viewer was told, and what was routed.

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

Surface — the reply the viewer reads
Depth of coverage ▼
E1Final-output evaluationWas the answer correct against the help centre?
E2Step-level evaluationDid it read the session, the entitlement and the regional status first?
E3Tool evaluationDid it read and write the right account and contact?
E4Duty-routing evaluationDid cancellations, complaints and harm disclosures leave on the right path?
E5Slice evaluationHow does answer quality change across specific contact cohorts?
E6Business outcomeHow often did a viewer come back, and what did a manager rewrite?
Floor — the contact that comes back a second time

Failure modes

Where each failure originates in the agent

Seven failure modes plotted against the five stages of the agent lifecycle.

Agent lifecycleDirection of processing →
01 · Intake / session1 mode
AS-01

Harm read as support

A message about self-harm or abuse gets a ticket.

Stage gathersThe message, the account, the device and the session
02 · Sources1 mode
AS-02

Fault called fixed

The status page recovered; this stream did not.

Stage readsThe help centre, the status page and the entitlement
03 · Drafting2 modes
AS-03

Invented account policy

The reply states a device rule that does not exist.

AS-04

Spoiler in the draft

A plot point or an unannounced date, in a reply.

Stage draftsThe reply, the article cited and the confidence
04 · Routing / send2 modes
AS-05

Cancellation intercepted

A cancel request is answered instead of routed.

AS-06

Complaint not logged

A captions complaint is closed as a support ticket.

Stage routesThe duty to its owner, the public post to a person
05 · Change / Version1 mode
AS-07

Silent macro regression

A macro or help-centre edit moves what viewers hear.

Stage tracksModel, prompt, macro and help-centre changes
Sev-1 · handled here when it should have left Sev-2 · the viewer is told something untrue Sev-3 · answers drift and contacts come back

Affected slices

Complaints and live faults carry the corrections

Accessibility complaints, live faults and older devices carry most of what a manager rewrites and most of what comes back a second time. Nestack reports performance by slice, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Accessibility complaints6.2%3.9× Review
Live-event playback faults4.0%2.5× Review
Older smart TVs and set-tops2.9%1.8× Watch
Routine sign-in questions1.3%0.8× Normal
Bar: reply-correction rate lift vs. routine sign-in questions · scale 0–4.0× · tick marks the 2.0× threshold 2 of 4 slices over threshold

Evidence-linked improvement

A wrong answer to one viewer is a wrong answer to thousands

Support answers are reused. A sentence that is wrong once stays wrong every time the macro fires, and it is public the moment a viewer posts it.

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

Reply corrections, repeat contacts or a missed clock move in one cohort.

02Diagnose

Traced to the session read, the article, the macro or the routing.

03Improve

The article, macro or rule is corrected with your support lead.

04Verify

Re-run against held-out contacts, including the ones a manager rewrote.

05Learn

The correction is published in the help centre both sides read.

Learn → DetectThe return edge. The help centre is what both the agent and your team answer from — correcting it there is the fix, not an edit to the prompt.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources and the duty screen, drafting, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Workflow discovery and automation-boundary definition.
02Contact channels and helpdesk assessment.
03Help-centre and status-page source mapping.
04Duty screen: accessibility, cancellation, harm.
05Session, entitlement and device read.
06Reply drafting in your approved voice.
07Community drafting and the publication hold.
08Accessibility-complaint logging and clocks.
09Evaluation suite, slices and regression contacts.
10Language and accessibility contact testing.
11Helpdesk and community-platform 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 contact channel ProductionProduction helpdesk integration AdvancedMulti-market / multi-channel
Introduced at Pilot
Answers from the published help centre
AI disclosure on every contact
Cancellation routed, never intercepted
Accessibility complaints logged to the clock
Named manager publishes anything public
Baseline evaluation
Session, device and entitlement read
Introduced at Production
Helpdesk and community-platform integration
Observability and slice evaluation
Multi-language and multi-market coverage
Introduced at Advanced
Multi-brand and enterprise controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on contact channels, helpdesk and community platforms in scope, contact volume, languages and markets, approval 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
01Your help centre and status page as a viewer sees them Help-centre and status-page source mappingWeek 1
02The channels viewers reach you on, and who staffs each Contact channels and helpdesk assessmentWeek 1
03Where a cancellation request must go, and who owns it Duty screen: accessibility, cancellation, harmWeek 2
04Your embargo and spoiler rules, and the brand voice Reply drafting and community drafting in your voiceWeek 3
05Your accessibility-complaint owner and its clock Accessibility-complaint logging and clocksWeek 4
06Contacts that went wrong, and the posts you deleted Evaluation suite, slices and regression contactsWeek 4
07Named community managers and a support lead Publication hold, then supervised replies and validationWeeks 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 language slices and the first replies a viewer actually receives.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Channels, the duty owners and where a cancellation goes W2Help centre, status page and the duty screen wired in W3Reply drafting, community drafting and the publication hold W4Complaint clocks, evaluation suite, slices and regression contacts W5Helpdesk integration, supervised replies and targeted corrections W6Viewers answered inside the boundary, then Agent Care starts
Reading the bandThe duty screen is built in week 2, before a single reply is drafted in week 3. Nothing carrying a complaint clock or a harm signal reaches a draft first.
At the end of W6Replies have gone to real viewers on the private channels, and everything public went up under a named community manager, 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 an audience-support agent around your help centre and your community team.

Show us the channels your viewers reach you on, where your help centre and status page live, and who owns an accessibility complaint. We'll answer a week of your real contacts from your own help centre and show you the ones the agent would have refused to answer at all.

Nestack Agents · Audience support & communityAGT-ME-04 · Agent Care available after launch