Retail AI agent · Warehouse orchestration
Fulfillment-Exception & Warehouse-Orchestration AI Agent
Sequence and release work to the people and machines that can actually take it, surface the exceptions, and leave every work rate, quota and disciplinary act to the manager who owns them.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Ops manager
- Sequence-only
- After launch
- Agent Care
What this agent does
Releases the work, never sets the pace
In
- 01
Ingest orders, wave plans, resource states, certifications and robot-zone status from supported WMS.
- 02
Normalise task types, units and shift calendars, and keep the system each state was read from.
Reason
- 03
Sequence and release work to resources that are available, qualified and currently permitted the task.
- 04
Apply the release rules configured for that site, that task type and that shift.
- 05
Surface fulfilment exceptions — short picks, blocked lanes, stalled waves — with the record behind each one.
Decide
- 06
Mark any recalculated pace as a proposed rate, and hold it until a written disclosure exists.
- 07
Route every rate, staffing and discipline question to the operations manager and the HR business partner.
Out
- 08
Retain the release, the rate applied, its disclosure and the resources it used.
- 09
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
- 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.
Goes to the operations manager to release.
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 required
8 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 boundary
Agent 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 wave
Illustrative example- Wave
- Peak-season pick wave
- Proposed release
- Pick tasks resequenced to cut travel, with the aisle's robot zone held open
- Rate applied
- Disclosed rate on file
- Source of record
- Roster and certification table
- Confidence
- 86%
- Where it went
- Operations manager
As received
Taken from the warehouse system's roster and certification table.
Evidence used
- Certification record
- Robot-zone status
- Disclosed rate document
Why this release
It runs at the rate already disclosed in writing and a person still decides.
What the score decides
Below the configured threshold the release picks up an HR or EHS read before the manager sees.
Action
ApproveAdjustSend to HR reviewValue
Where AI adds value
The same four claims, placed at the point in the workflow where each one applies.
Where the value lands
Value 01 – 04
Every wave
From the warehouse system
Sequence the work
Draw on resource availability, certifications, robot-zone status and the release rules configured for that site.
Release work that can be done
Routine sequencing, reslotting and exception detection arrive already done.
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.
Build 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 management
- Manhattan Associates
- Blue Yonder
- Körber
- SAP EWM
Execution and robotics
- Locus Robotics
- AutoStore
- Zebra
- Honeywell Intelligrated
Labour and workforce
- UKG
- Blue Yonder workforce
- Workday
- agency portals
Agent
Fulfilment exceptions and orchestration
- Reads the floor
- Sequences the work
- Holds for approval
Safety and HR
- EHS incident systems
- HRIS and case management
Observability & evaluation
- OpenTelemetry
- 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 defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether a release may stand
- L3
- Puts the pace in a manager's hands
- L4 – L5
- Keep the rate, its disclosure and who applied it
- L6
- Returns 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
- 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 lifecycle
Direction of processing →
01 · Retrieval
1 mode
- FX-01
Stale certification table
A powered-truck task goes to a worker whose licence has lapsed.
Stage gathers
Rosters, certifications, robot-zone status
02 · Reasoning
2 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 proposes
Task sequence, resource assignment and confidence
03 · Tool / write
2 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 writes
Only where write access and approval policy allow it
04 · Output
1 mode
- FX-06
Countdown implies a quota
A handheld display communicates an undisclosed rate and a consequence.
Stage returns
The release the manager approves and the floor
05 · Change / Version
1 mode
- FX-07
Travel-time assumption changes
An upgrade raises effective pace and the bathroom allowance leaves the calculation.
Stage tracks
Model, 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
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 aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | 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 stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Disclosure defects rise in one worker cohort.
- 02
Diagnose
The manager reads the releases and the rates behind them until one cause is left.
- 03
Improve
The change carries its version and the releases that surfaced it.
- 04
Verify
An unfixed case blocks the release outright.
- 05
Learn
A standing case, and a change to the release rules.
Learn → Detect
The 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.Week 1
- 02WMS, WES and labour-source assessment.Week 1, Week 2
- 03Rate-disclosure and rule mapping and it is logged..Week 1, Week 2
- 04Roster ingestion and task normalisation.Week 2
- 05Sequencing logic and exception detection.Week 2, Week 3
- 06Confidence scoring and release routing.Week 3
- 07Operations-manager approval.Week 3, Week 4
- 08WMS, WES and labour-system integration.Week 5
- 09Rate regression cases.Week 4, Week 5
- 10Guardrails and pace controls.Week 4
- 11Release-trail instrumentation.Week 5, Week 6
- 12Deployment, documentation and Agent Care handover.Week 6
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 price
- Confirmed after discovery based on integrations, workflow complexity, transaction volume, approval controls and deployment requirements.
- Separate from build
- Build 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 bring
We build with it
01Your task types, shifts and site rules
→Roster ingestion and task normalisation
Week 102Representative waves already released
→Sequencing baseline and exception detection
Week 203Your disclosed rates and protected-time rules
→Rate-disclosure and protected-time mapping, and automation-boundary definition
Week 104Access to relevant APIs, feeds or exports
→WMS, WES and labour-source assessment, then integration setup
Week 205Releases that broke the flow
→Rate cases and failure-mode testing
Week 406What must be disclosed before a rate applies
→Release thresholds, exception routing and controls
Week 307A named operations manager to set rates
→Operations-manager approval workflow, then pilot and production validation
Weeks 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
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – 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 band
- Bars reflect the workstream list. The week 5 overlap is not decorative.
- At the end of W6
- Verified across a full wave, then Agent Care takes over.
- Duration
- Six-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.
- Typical delivery
- 4–6 weeks
- Deployment
- Your WMS and WES
- Ops manager
- Sequence-only
- After launch
- Agent Care available
Nestack Agents · Fulfilment exceptions and orchestration
AGT-RT-15 · Agent Care available after launch