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Advertising AI agent · Attention measurement

Attention-Measurement AI Agent

Pull attention scores from the vendors you use, tag each with the method that produced it, apply them inside the rules your team set, and check whether the outcome you're optimizing for actually moved.

4–6 weeksTypical delivery
Your stackDeployment
Pre-adjustmentPlanner review
Agent CareAfter launch

What this agent does

Reads the score, not the decision to reweight the plan

In
01

A score arrives from a vendor, carrying the method that produced it — panel, camera, survey or model.

02

Each score is tagged to its measurement method before anything else runs against it.

Reason
03

A plan is built inside rules your planning lead set, and a score can move it only within them.

04

Scores from different methods are held apart on the record, never averaged into one figure.

05

Prior plan history and each vendor's accreditation status inform the check, dated and named.

Decide
06

A cross-method comparison or an overstated accreditation claim is flagged before it reaches the plan.

07

Every rule-triggered plan change is routed to the planning lead, never applied unattended.

Out
08

The score, its method, the rule applied and the planning lead's decision are kept against the plan.

09

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

Product statement

The agent applies scores inside the rules the planning lead set — never blending methods, never touching spend on its own; the planning lead decides when a rule changes, and the outcome, not the score, is what the plan answers for.

Example workflow

One score, method to decision

AgentHuman
1Score receivedA vendor score feed, a plan build, an accreditation update or a renewal check
2Method assembledScore, source method, vendor accreditation status and prior plan history, each with its source
3Match proposedMatched rule, method tag, flagged comparisons and confidence
4Controls appliedMethod checks, accreditation checks, cross-vendor comparison flags and confidence threshold
No human action required

Stages 1 to 4 run unaided, and nothing changes the plan at any of them — the agent matches, and the planning lead's lane opens at the confidence gate.

5DecisionBranches at the confidence threshold
High confidence

Goes to the planning lead to approve.

Low confidence

Adds a second method read first.

Planner review

The match is held with its method tag, its flagged comparisons and the confidence.

Approve · Edit · Escalate
Approved — applied to the plan
6Planning systems updatedOnly where write access and approval policy allow it
7Outcome evaluatedEdit distance, flagged-comparison outcomes, plan acceptance and post-flight corrections
Edits

Every planning-lead edit is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Buying media or committing spend on an attention score.
Reweighting a media plan on its own.
Converting one vendor's score into another vendor's scale.
Reporting an attention score as a campaign outcome.
Automation boundaryAgent acts unaided
Read each vendor's score against the method that produced it.
Hold scores from different methods apart, never merged.
Apply scores inside the planning rules configured for your team.
Flag a cross-vendor comparison or an outcome.
Any write happens inside the boundaries agreed at implementation, never ahead of approval.
Averaging or blending scores from different measurement methods.
Confirming a vendor's current MRC accreditation status.
Deciding that attention predicts a sales or conversion result.
Changes to method rules, accreditation status or approval thresholds.

Example output

One score, annotated

Everything the agent applies is attached to the score it was drawn from.

Attention-measurement output · single scoreIllustrative example
Placement
Score
Method
Evidence source
Confidence
Attribution
Mid-flight video buy
Modelled score reported for a non-panel CTV placement
Signal-based (modelled)
This week's vendor feed
81%
Planning-lead name on file
As receivedTaken from the vendor's feed and its published method note — nothing on this side is converted by the agent.
Evidence checked Vendor score feed Method taxonomy tag Accreditation record
Why it's flaggedThis score comes from a modelled, signal-based method.
ActionApproveEditEscalate
What the score decidesBelow the configured threshold the match picks up a second method read before it.

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 scoreFrom the vendor feed
03Matching

Match every score to its method

Match each vendor's score to its stated method and the rule configured for it.

01Approved path

Two scores, two different things

A panel eye-tracking score and a modelled signal-based score can share a scale and still measure different things — nothing in either file makes them the same unit.

02Human review

Send review to the flagged

Cross-method comparisons and accreditation gaps are marked, so the planning lead's read starts where the risk concentrates.

04Build an evidence trail

The score, the method it came from and the planner who applied it stay on the buy.

Integrations

Typical integrations

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

Attention vendorsAdelaide · Lumen
TVision · DoubleVerify
Delivery & verificationIAS · MOAT
Campaign Manager 360
Media planning & buyingMediaOcean · Prisma
DSP reporting exports

Agent

Attention measurement

Reads the score
Matches the method
Holds for the planner

Reporting & workflowBI dashboards · Looker
Slack · email escalation
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 plan

The layers wrap one another. What gets past them all is set out in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeFall back to viewability-only reporting when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt, method-taxonomy and accreditation-status changes.Track
L4TraceabilityRecord the score, the method, the rule applied and the planner's decision.Record
L3Planner approvalHold a rule-triggered change for the planner; it governs application, not whether the score is right.Gate
L2Policy guardrailsTest changes against configured planning rules and method limits; a failure returns the match.Restrict
L1Confidence thresholdsRoute low-confidence matches to a second method read before the planner sees them.Require review
Model coreMatch proposed — score, method tag, flagged comparisons and confidence
L1 – L2Test whether a match may stand
L3Puts the change in the planner's hands
L4 – L5Keep the score and the method behind it
L6Holds at viewability reporting when signals degrade

How Nestack evaluates it

Evaluate the matching workflow — not only whether attention rose.

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

Surface — the plan the client sees
Depth of coverage ▼
E1Final-output evaluationDid the matched method reflect how the vendor actually measured the score?
E2Step-level evaluationDid the agent use the current method taxonomy and accreditation record?
E3Tool evaluationDid it read the correct vendor feed and the correct plan line?
E4Confidence calibrationDo low-confidence matches actually attract more planning-lead escalations?
E5Slice evaluationHow does match accuracy change across specific format types?
E6Business outcomeHow many matches needed a planning-lead correction after the plan ran?
Floor — the outcome the planner answers for

Failure modes

Where each failure originates in the agent

Seven failure modes, placed at the stage each one originates.

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

Stale accreditation status

A vendor's MRC status is read from an earlier quarter.

Stage gathersVendor score feed, method taxonomy and plan rules
02 · Reasoning2 modes
TN-04

Cross-method averaging

Two vendors' scores, from different methods, become one blended number.

TN-06

Accreditation overstated

A pre-2025 grant is read as proof the current guideline is met.

Stage proposesMethod match, rule applied and confidence
03 · Tool / write2 modes
TN-02

Auto-shift on attention alone

Budget moves to a higher score before the outcome is checked.

TN-05

Attention shown as an outcome

A score appears in the outcome line, next to conversion and ROAS.

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

Method attribution dropped

The score reaches the plan with no method tag attached.

Stage returnsThe score and method the planner applies to the plan
05 · Change / Version1 mode
TN-07

Silent panel drift

A vendor's panel or model changes without a break flagged.

Stage tracksModel, prompt, method rules and accreditation
Sev-1 · match applied outside the boundary Sev-2 · a mismatched score reaches the plan Sev-3 · method degrades, routes to review

Affected slices

A portfolio average can hide a bad match

A single attention index can look steady across a plan while a handful of placements carry scores that were never comparable to begin with. Nestack reports the comparability-defect rate by slice, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Scores mixed across two vendors7.4%3.8× Review
Modelled scores on non-panel inventory5.6%2.9× Review
Cross-format plans3.5%1.8× Watch
Single-vendor, single-format plans1.9%0.8× Normal
Bar: comparability-defect rate lift vs. the single-vendor baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

The loop closes on the method, not the score

A cycle shuts when the mixed method is a case the next release has to catch. That suite is what the next plan scored is measured against.

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

Comparability-defect rate rises in a plan slice.

02Diagnose

The two scores that agreed on nothing are checked against the method each came from and the plan they were applied to until one cause explains it.

03Improve

The change ships against a version, with the buys that exposed it attached.

04Verify

A failing comparability case holds the release until it clears.

05Learn

The case joins the standing suite and the method rules move with it.

Learn → DetectThe return edge. Detection next time runs against a suite one case longer.

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

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Planning discovery and boundary scoping and boundary definition.
02Vendor feed and ad-server assessment.
03Method taxonomy and rule mapping and it is logged..
04Score intake and method normalisation.
05Matching logic and rule binding.
06Confidence scoring and flag routing.
07Planning-lead approval workflow.
08Ad-server and DSP integration.
09Comparability regression cases.
10Guardrails and application controls.
11Buy-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 vendor, one format ProductionProduction vendor feeds AdvancedMultiple vendors / formats
Introduced at Pilot
Matching to your methods and rules
Planner approval
Comparability baseline
Introduced at Production
Reporting by format
Escalation workflow in your tools
Approved rule write-back
Measurement-vendor integration
Introduced at Advanced
Multi-method planning rules
Multi-stage planner approvals
High plan volume
Multi-vendor score 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 attention vendor list and feed formats Vendor ingestion and method mappingWeek 1
02Representative scored plans Matching baseline and method-tag bindingWeek 2
03Your planning rules and approval thresholds Planning-rule and approval-boundary mappingWeek 1
04Access to relevant APIs, feeds or exports Vendor feed and ad-server assessment, then integration setupWeek 2
05Scores you would not want optimised to Method cases and the evaluation suiteWeek 4
06What no score may stand in for Confidence scoring, flag routing, guardrails and approval controlsWeek 3
07Named planning leads to review matches Planner approval 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

Each band sits on the weeks the work occupies, so week 5 runs evaluation and pilot together.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Planning discovery, method mapping and the automation boundary W2Vendor integration and the matching baseline W3Matching workflow, confidence logic and approval controls W4Evaluation suite, guardrails and failure-mode testing W5Ad-server integration, pilot plans and targeted corrections W6One planning cycle scored under the planning lead, then Agent Care handover
Reading the bandA bar covers only the weeks its work is named in — the week 5 overlap is real, not padding.
At the end of W6The final checks clear on live buys and monitoring moves to Agent Care.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Advertising AI agent

Build an attention-measurement agent around your planning workflow.

Show us the attention vendors you use, how scores feed your planning, and who signs off on a plan change. You'll get every score tied to its method, applied inside your rules, and checked against the outcome it's meant to predict.

Nestack Agents · Attention measurementAGT-AM-20 · Agent Care available after launch