Nestack Agent Care
Industries / Retail & E-commerce / Marketing agent

Retail AI agent · Marketing content

Marketing-Content AI Agent

Draft campaign copy inside a claim vocabulary that has already been cleared, bind each objective claim to the evidence behind it, and hold the send for the reviewer who signs claims.

4–6 weeksTypical delivery
Your stackDeployment
Before sendClaims review
Agent CareAfter launch

What this agent does

Drafts the claim, never clears it

In
01

Pull the brief, the product record, the cleared claim vocabulary and the audience state from supported CRM.

02

Line up the product facts against the substantiation that exists for them, each with its document of record.

Reason
03

Write copy and channel variants inside the vocabulary already cleared for that category.

04

Leave the statutory template regions alone — sender identity, postal address, unsubscribe, advertisement identifier.

05

Tie each objective claim to a claim identifier, its evidence and its expiry date.

Decide
06

Stop an asset where a bound claim is missing or expired, or where wording leaves the cleared list.

07

Put health, environmental, origin, price-comparison and endorsement claims in front of the regulatory-claims reviewer.

Out
08

Keep the prompt, the model version, the sources, the reviewer and the clearance time with the asset.

09

Execute write actions only inside the approval boundaries agreed during implementation.

Product statement

The agent drafts and versions copy; the regulatory-claims reviewer clears each objective claim before dissemination, and the brand stays the advertiser.

Example workflow

One asset, brief to send

AgentHuman
1Campaign brief receivedLifecycle platform, campaign calendar, DAM request or paid-media brief
2Sources assembledProduct record, substantiation dossier, cleared vocabulary and audience consent state
3Copy draftedChannel variants, bound claims, flagged phrasing and confidence
4Clearance checks runClaim-binding checks, blocked-term scan, template-region checks and confidence threshold
No human action required

Stages 1 to 4 run unaided and nothing is sent at any of them — the agent is drafting, and the reviewer's lane opens at the confidence gate.

5DecisionBranches at the clearance gate
Fully substantiated

Goes to the claims reviewer to clear.

Unsubstantiated

Adds a brand-legal read first.

Reviewer clearance

The asset is held with its bound claims, its flagged lines and the confidence.

Clear · Amend · Send to brand legal
Cleared — released to send
6Campaign and media systems updatedOnly where write access and approval policy allow it
7Asset evaluatedClaim-binding rate, reviewer amendments, blocked sends and post-send corrections
Rewrites

Every reviewer amendment is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Clearing a health, safety, efficacy or performance claim.
Certifying an environmental or country-of-origin claim.
Certifying a former-price or comparative-price reference.
Approving a competitor-comparative or superiority claim.
Automation boundaryAgent acts unaided
Produce copy variants inside a pre-cleared claim vocabulary for.
Localise, resize and version already-cleared creative.
Schedule and dispatch cleared assets to a consented.
Run the pre-send scan, block on failure and log the generation record.
Any write happens inside the boundaries agreed at implementation, never ahead of the reviewer's clearance.
Approving a testimonial, endorsement or material-connection disclosure.
Approving use of a third-party mark, likeness or licensed asset.
Drafting subscription, trial or auto-renewal copy.
Widening a sending audience beyond an already-consented segment.

Example output

One claim, annotated

Everything the agent writes is attached to the evidence it was drawn from.

Copy output · single assetIllustrative example
Asset
Drafted claim
Claim type
Evidence of record
Confidence
Cleared by
Spring lifecycle email
Made with recycled fibre content certified in the mill declaration
Qualified
Mill declaration on file
88%
Claims reviewer, dated
As receivedTaken from the product record and the substantiation dossier.
Evidence used Supplier declaration Laboratory report Previously cleared wording
Why this phrasingIt names the attribute the declaration supports and stops there.
ActionClearAmendSend to brand legal
What the score decidesBelow the configured threshold the asset picks up a brand-legal read before it reaches.

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 assetFrom the brief and the product record
03Drafting

Write inside the cleared vocabulary

Draw on the product record, the substantiation dossier and the phrasing already cleared for that category.

01Approved path

Draft it, do not clear it

Routine lifecycle copy and channel variants arrive already written and already bound.

02Human review

Send review to the claims that carry

Health, environmental, origin and price claims are flagged, so the reviewer's read starts where exposure sits.

04Build an evidence trail

The claim, its substantiation and the reviewer stay attached to the asset.

Integrations

Typical integrations

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

Lifecycle CRMBraze
Klaviyo
SMS and messagingAttentive
Twilio
Content and DAMAdobe Experience Manager
Bynder

Agent

Marketing content

Reads the brief
Drafts the copy
Holds for clearance

Paid media and UGCAdvantage+ · Performance Max
Bazaarvoice · Yotpo
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 the send

The stack nests. What survives a layer is named in the map beneath it.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeCut the agent back to unbound drafts when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt, claim-vocabulary and template-region changes.Track
L4TraceabilityRecord the prompt, the sources, the bound claims, the reviewer and the send time.Record
L3Reviewer clearanceHold assets for the named claims reviewer; it governs release, not whether a cleared claim is right.Gate
L2Policy guardrailsTest copy against the cleared vocabulary, the blocked-term list and the locked template regions; a failure returns the asset.Restrict
L1Confidence thresholdsRoute low-confidence assets to a brand-legal read before the reviewer sees them.Require review
Model coreAsset produced — channel variants, bound claims, flagged phrasing and confidence
L1 – L2Test whether an asset may stand
L3Puts the release in a reviewer's hands
L4 – L5Retain the substantiation behind each claim
L6Reverts to draft-only when signals degrade

How Nestack evaluates it

Evaluate the whole path to the send — not only the finished headline.

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

Surface — the message the recipient opens
Depth of coverage ▼
E1Final-output evaluationDid each objective claim carry unexpired substantiation signed before the send?
E2Step-level evaluationDid the agent use the right product record, dossier and cleared vocabulary?
E3Tool evaluationDid it write to the correct campaign and the correct audience?
E4Confidence calibrationDo low-confidence assets actually attract more reviewer amendments?
E5Slice evaluationHow does performance change across specific claim categories?
E6Business outcomeHow many delivered assets needed a correction or a follow-up notice?
Floor — the claim that reaches the market

Failure modes

Where each failure originates in the agent

Seven failure modes across the drafting lifecycle.

Agent lifecycleDirection of processing →
01 · Retrieval1 mode
AD-03

Expired reference price

A cached promotional price becomes a was-now comparison never actually offered.

Stage gathersProduct records, substantiation dossiers
02 · Reasoning2 modes
AD-04

Structure claim escalated

A supported function claim is rewritten as a disease claim.

AD-06

Qualified attribute generalised

A recycled-content attribute becomes an unqualified environmental headline.

Stage proposesChannel variants, bound claims and confidence
03 · Tool / write2 modes
AD-02

Send past the queue

Generated creative reaches the ad platform without the reviewer's clearance.

AD-05

Revoked contact re-included

A rebuilt segment sends to numbers carrying a recorded opt-out.

Stage writesOnly where write access and approval policy allow it
04 · Output1 mode
AD-01

Synthetic person undisclosed

A photorealistic generated model ships with no disclosure and no platform metadata.

Stage returnsThe asset the reviewer clears and the recipient
05 · Change / Version1 mode
AD-07

Classifier drifts open

An upgrade lets superiority phrasing pass a scanner tuned on the previous model's output.

Stage tracksModel, prompt and it is logged.
Sev-1 · a held act performed by the agent Sev-2 · an unsubstantiated claim is delivered Sev-3 · evidence degrades, asset routes to review

Affected slices

The average asset is not the risky one

Take the all-asset baseline first: across delivered creative the unsubstantiated-claim rate is small. Split the same rate by claim family and channel and a few cohorts carry.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Health claims sent by SMS4.5%3.0× Review
Environmental and origin in paid social3.6%2.4× Review
Former-price promotional email1.8%1.2× Watch
Lifecycle email, no objective claim0.9%0.6× Normal
Bar: unsubstantiated-claim lift vs. the all-asset baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

The test is what proves a cycle closed

An explanation closes nothing here. The cycle ends with a case the next release has to clear.

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

Unsubstantiated claims rise in one channel.

02Diagnose

Which link gave way — the dossier, the retrieval, the vocabulary or the pre-send scan?

03Improve

Marketer and reviewer agree the change, and it ships against a version.

04Verify

A failing case stops the release, not a reviewer's judgement.

05Learn

The case sticks, and the claim-review checklist moves with it.

Learn → DetectThe return edge. Every following cycle starts from a longer suite than this one.

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, drafting workflow, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Campaign workflow discovery and boundary definition.
02CRM, messaging and DAM source assessment.
03Claim-vocabulary, dossier and template-region mapping.
04Product-record and audience-state ingestion.
05Drafting logic and claim binding.
06Confidence scoring and reviewer routing.
07Claims-review workflow.
08Marketing-stack and messaging integration.
09Claim regression cases.
10Guardrails and clearance controls.
11Substantiation-trail instrumentation.
12Deployment, documentation 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 brand, one channel ProductionProduction campaign volume AdvancedMultiple brands / markets
Introduced at Pilot
Drafting to your cleared vocabulary
Reviewer clearance
Claim-substantiation baseline
Introduced at Production
Reporting by channel
Clearance workflow in your systems
Approved campaign write-back
Marketing-stack integration
Introduced at Advanced
Multi-market claim rules
Multi-stage brand approvals
High send volume
Enterprise brand controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, transaction volume, 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 substantiation dossier and claim records Claim-vocabulary and evidence mappingWeek 1
02Representative campaigns already sent Drafting baseline, tone extraction and claim bindingWeek 2
03Your brand voice and cleared phrasing Claim-vocabulary mapping and automation-boundary definitionWeek 1
04Access to relevant APIs, feeds or exports CRM, messaging and DAM assessment, then integration setupWeek 2
05Claims that should never have run Claim cases and failure-mode testingWeek 4
06Which claims may never leave without a reviewer Clearance scoring, review routing and controlsWeek 3
07A named reviewer to clear claims Claims-review workflow, then pilot and production validationWeeks 5–6
Nothing else is required Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

Bands track the weeks work actually runs in, so the fifth carries two phases rather than one padded one.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Campaign workflow discovery, claim mapping and the automation boundary W2Brand and consent sources in place W3Drafting logic, confidence scoring and clearance controls W4Claim testing and clearance guardrails W5Messaging integration, pilot campaigns and targeted corrections W6A live campaign cleared by the reviewer, then Agent Care handover
Reading the bandThe bars follow the workstreams, not the calendar. Week 5 doubles for a reason.
At the end of W6Validation complete; Agent Care holds the monitoring from week seven.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Retail AI agent

Build a marketing-content agent around the reviewer who clears your claims.

Show us your claim dossier, your channels and your send calendar. Your regulatory-claims reviewer decides what may go out, so we map the drafting workflow around them, set the automation boundary and name what never leaves unsigned.

Nestack Agents · Marketing contentAGT-RT-06 · Agent Care available after launch