Fulfillment-Exception & Warehouse-Orchestration AI Agent

What this agent does

Releases the work, never sets the pace

Ingest orders, wave plans, resource states, certifications and robot-zone status from supported WMS.

Normalise task types, units and shift calendars, and keep the system each state was read from.

Reason

Sequence and release work to resources that are available, qualified and currently permitted the task.

Apply the release rules configured for that site, that task type and that shift.

Surface fulfilment exceptions — short picks, blocked lanes, stalled waves — with the record behind each one.

Decide

Mark any recalculated pace as a proposed rate, and hold it until a written disclosure exists.

Route every rate, staffing and discipline question to the operations manager and the HR business partner.

Out

Retain the release, the rate applied, its disclosure and the resources it used.

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

→ Product statement

The agent releases work; the operations manager sets any rate, HR owns any adverse action, and the employer answers for the quota.

Example workflow

One wave, order to release

AgentHuman

1Work receivedOrder, wave plan, replenishment task or a fulfilment exception raised on the floor

2Constraints assembledResource availability, certifications, robot-zone status, the shift calendar and the disclosed rate on file

3Release proposedTask sequence, resource assignment, exception flags and confidence

4Constraint checks runCertification checks, disclosed-rate checks, protected-time checks and the confidence threshold

No human action required

Stages one to four run unaided, and no rate changes at any of them — the agent is sequencing, and the manager's lane opens at the confidence gate.

5DecisionSplits at the release threshold

Resources available

Goes to the operations manager to release.

Resources constrained

Adds an HR or EHS read first.

Manager approval

The release is held with its rate, its disclosure state and the confidence.

Approve · Adjust · Send to HR review

Approved — released to the floor▼

6Warehouse systems updatedOnly where write access and approval policy allow it

7Wave evaluatedDisclosure defects, protected-time incursions, exception recurrence and grievances raised after the fact

Re-releases

Every manager adjustment is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items

Setting or changing any work rate or quota.

Issuing, escalating or recording discipline.

Terminating, reassigning or suspending a worker.

Denying, shortening or deferring a break or bathroom request.

Automation boundaryAgent acts unaided

✓Sequence and release work to available, qualified resources only.

✓Detect and surface fulfilment exceptions.

✓Reslot and rebalance inventory to cut travel distance.

✓Generate labour-forecast and staffing options for the operations manager.

Any write happens inside the boundaries agreed at implementation, never ahead of the manager's approval.

Changing a shared robot workspace or its safeguarding.

Dispositioning a heat, ergonomic or injury report.

Deciding whether directed waiting time is compensable.

Authorising new collection or use of worker monitoring data.

Example output

One work release, annotated

Everything the agent proposes is attached to the release it was drawn from.

Release output · single waveIllustrative example

Wave

Proposed release

Rate applied

Source of record

Confidence

Where it went

Peak-season pick wave

Pick tasks resequenced to cut travel, with the aisle's robot zone held open

Disclosed rate on file

Roster and certification table

86%

Operations manager

As receivedTaken from the warehouse system's roster and certification table.

Evidence used Certification record Robot-zone status Disclosed rate document

Why this releaseIt runs at the rate already disclosed in writing and a person still decides.

ActionApproveAdjustSend to HR review

What the score decidesBelow the configured threshold the release picks up an HR or EHS read before the manager sees.

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 waveFrom the warehouse system

03Orchestration

Sequence the work

Draw on resource availability, certifications, robot-zone status and the release rules configured for that site.

01Approved path

Release work that can be done

Routine sequencing, reslotting and exception detection arrive already done.

02Human review

Send review to anything that paces

An orchestration agent that re-paces work is setting a quota, and in the states that regulate warehouse quotas the rate has to be in writing before it applies — so a recalculated pace is marked and the manager reads it first.

04Build an evidence trail

The release keeps the rate applied, its disclosure and the resources used.

Integrations

Typical integrations

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

Warehouse managementManhattan Associates · Blue Yonder
Körber · SAP EWM

Execution and roboticsLocus Robotics · AutoStore
Zebra · Honeywell Intelligrated

Labour and workforceUKG · Blue Yonder workforce
Workday · agency portals

Agent

Fulfilment exceptions and orchestration

Reads the floor
Sequences the work
Holds for approval

Safety and HREHS incident systems
HRIS and case management

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 floor

Layers nest. What each fails to catch is named in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model

L6Rollback / safe modeReturn to the standing release plan when evaluation or production signals degrade.Roll back

L5Version monitoringTrack model, prompt, release-rule and travel-time-assumption changes.Track

L4TraceabilityRecord the release, the rate applied, its disclosure and the approval time.Record

L3Manager approvalHold releases for the operations manager; it governs the release, not whether the rate underneath it is lawful.Gate

L2Policy guardrailsTest releases against certifications, disclosed rates, protected time and robot-zone state; a failure returns the release.Restrict

L1Confidence thresholdsRoute low-confidence releases to an HR or EHS read before the manager sees them.Require review

Model coreRelease produced — task sequence, resource assignment, exception flags and confidence

L1 – L2Test whether a release may stand

L3Puts the pace in a manager's hands

L4 – L5Keep the rate, its disclosure and who applied it

L6Returns to the standing release plan when signals slip

How Nestack evaluates it

Evaluate the whole release path — not only the throughput at the end of it.

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

Surface — the work the floor receives

Depth of coverage ▼

E1Final-output evaluationWas the rate applied the one already disclosed in writing?

E2Step-level evaluationDid the agent read the right roster, certifications and robot-zone state?

E3Tool evaluationDid it read and write the correct wave, the correct resource and the correct field?

E4Confidence calibrationDo low-confidence releases actually attract more manager adjustments?

E5Slice evaluationHow do defects change across specific worker cohorts?

E6Business outcomeHow many releases were adjusted, and how many drew a grievance?

Floor — the work that reaches the picker

Failure modes

Where each failure originates in the agent

Seven modes across the release lifecycle.

Agent lifecycleDirection of processing →

01 · Retrieval1 mode

FX-01

Stale certification table

A powered-truck task goes to a worker whose licence has lapsed.

Stage gathersRosters, certifications, robot-zone status

02 · Reasoning2 modes

FX-02

Protected break read as idle

A rest-break scan gap is inferred as idle time and the score drops.

FX-03

Pace raised through a heat event

Temperature is treated as one more efficiency variable in a backlog.

Stage proposesTask sequence, resource assignment and confidence

03 · Tool / write2 modes

FX-04

Rate written without disclosure

A recalculated rate reaches the labour system with nothing in writing.

FX-05

Discipline inside the window

A record is issued after a worker asked for their work-speed data.

Stage writesOnly where write access and approval policy allow it

04 · Output1 mode

FX-06

Countdown implies a quota

A handheld display communicates an undisclosed rate and a consequence.

Stage returnsThe release the manager approves and the floor

05 · Change / Version1 mode

FX-07

Travel-time assumption changes

An upgrade raises effective pace and the bathroom allowance leaves the calculation.

Stage tracksModel, prompt, release rules and travel-time assumptions

Sev-1 · a held act performed by the agent Sev-2 · an undisclosed rate reaches the floor Sev-3 · input degrades, release routes to review

See the complete Retail failure-mode catalogue →

Affected slices

The aggregate rate hides the cohort

A defect rate taken across all releases can look small while peak-season agency workers in a quota-law state carry several times it and tenured workers on a static disclosed rate.

Slice performance — reported separately, not only in aggregateIllustrative example

Slice	Failure rate	Lift	Status
Peak agency, quota state, heat	9.9%	3.1×	Review
Recently asked for their data	8.0%	2.5×	Review
Cross-trained, blended rate	4.8%	1.5×	Watch
Tenured, static disclosed rate	1.6%	0.5×	Normal

Bar: disclosure-defect lift vs. the all-release baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

A standing test is what ends the cycle

Done means the failure exists as a case; an account of it is not done That suite is what the following detection is measured against..

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

01Detect

Disclosure defects rise in one worker cohort.

02Diagnose

The manager reads the releases and the rates behind them until one cause is left.

03Improve

The change carries its version and the releases that surfaced it.

04Verify

An unfixed case blocks the release outright.

05Learn

A standing case, and a change to the release rules.

Learn → DetectThe return edge. The next detection runs against a suite this cycle lengthened.

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

Workstream Week 1Week 2Week 3Week 4Week 5Week 6

01Task-type and shift discovery and boundary definition.

02WMS, WES and labour-source assessment.

03Rate-disclosure and rule mapping and it is logged..

04Roster ingestion and task normalisation.

05Sequencing logic and exception detection.

06Confidence scoring and release routing.

07Operations-manager approval.

08WMS, WES and labour-system integration.

09Rate regression cases.

10Guardrails and pace controls.

11Release-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 site, one task type ProductionProduction site estate AdvancedMultiple sites / regions

Introduced at Pilot

Sequencing to your rules and rosters✓✓✓

Manager approval✓✓✓

Rate-disclosure baseline✓✓✓

Introduced at Production

Reporting by shift—✓✓

Approval workflow in your systems—✓✓

Approved write-back—✓✓

WES integration—✓✓

Introduced at Advanced

Multi-state labour rules——✓

Multi-stage site approvals——✓

High wave volume——✓

Enterprise labour 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 task types, shifts and site rules → Roster ingestion and task normalisationWeek 1

02Representative waves already released → Sequencing baseline and exception detectionWeek 2

03Your disclosed rates and protected-time rules → Rate-disclosure and protected-time mapping, and automation-boundary definitionWeek 1

04Access to relevant APIs, feeds or exports → WMS, WES and labour-source assessment, then integration setupWeek 2

05Releases that broke the flow → Rate cases and failure-mode testingWeek 4

06What must be disclosed before a rate applies → Release thresholds, exception routing and controlsWeek 3

07A named operations manager to set rates → Operations-manager 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

The bands are real weeks of work, and week 5 carries two phases because both are running then.

Phase W1W2W3W4W5W6

Discovery W1

Build W2 – W3

Evaluate W4 – W5

Pilot & Launch W5 – W6

Week focus W1Task and shift discovery, rate mapping and the automation boundary W2Order and resource feeds connected W3Orchestration workflow, confidence logic and approval controls W4Rate cases and pace guardrails W5WMS and WES integration, pilot waves and targeted corrections W6A full wave released under the operations manager, then handover

Reading the bandBars reflect the workstream list. The week 5 overlap is not decorative.

At the end of W6Verified across a full wave, then Agent Care takes over.

DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Retail AI agent

Build an orchestration agent around the manager who sets the pace.

Show us your task types, your rate rules and who sets a quota. A worker held to a standard nobody put in writing is the outcome those statutes were drafted to stop — in the states that regulate warehouse quotas the rate must be disclosed in writing before it applies, it may not consume a protected break or the walk to the bathroom, and adverse action close to a protected request is presumed retaliatory. We map the orchestration workflow, set the automation boundary, and name what stays with the operations manager, the HR business partner, the EHS manager and the safety engineer.

Discuss this agent →

Nestack Agents · Fulfilment exceptions and orchestrationAGT-RT-15 · Agent Care available after launch