Operations AI agent · Workforce scheduling
Workforce Scheduling AI Agent
Post the roster against the written estimate it departed from, mark the shifts that moved inside the notice window, and leave the publishing to the manager who answers for it.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Named manager
- Notice first
- After launch
- Agent Care
What this agent does
Prepares the roster, never posts it
In
- 01
A roster is posted, and no federal statute governs the notice — the FLSA is silent.
- 02
A roster runs in Chicago, and 6-110-040 has meant fourteen days since 1 July 2022.
Reason
- 03
A retail roster posts in New York City, and the window is seventy-two hours, not fourteen.
- 04
A schedule is estimated at hire, and Oregon and Seattle want median hours, not average.
- 05
A roster diverges from that estimate, and SMC 14.22.025 makes Seattle issue it again.
Decide
- 06
A shift ends and the next starts, and Philadelphia 9-4604(1) counts nine hours, not ten.
- 07
A shift is picked up by consent in New York City, and 6 RCNY 7-606 wants it shift-specific.
Out
- 08
A roster is retired, and Philadelphia 9-4609(1) holds two years where the rest hold three.
- 09
Execute write actions only inside the approval boundaries agreed during implementation.
Product statement
Notice arithmetic and the retention clock belong to the agent. Nothing in these ordinances is signed, certified or filed; the manager who publishes the roster is named by your policy, not by the rule.
Example workflow
One roster, estimate to publication
- 1Scheduling inputs receivedDemand forecasts, availability records, time-off requests or the estimate on file
- 2Notice context assembledThe location, the ordinance over it, the estimate issued at hire, the day it was last reissued
- 3Draft roster raisedThe shifts, the notice each carries, the rest gaps and confidence
- 4Controls appliedNotice-window checks, rest-interval checks, divergence checks and drafting confidence
No human action required
Stages 1 to 4 run unaided, and nothing is posted at any of them — the agent is drafting, and the manager lane opens at the notice gate.
Passes to the workforce manager to publish.
Adds a premium review first.
Premium review
The roster is held with its notice arithmetic, its divergences and the estimate behind it.
Publish · Amend shift · Send for premium review
Published — by the workforce manager
- 6Scheduling and time records updatedOnly where write access and records policy allow it
- 7Outcome evaluatedNotice coverage, estimate divergence, manager amendments and what review found
Amendments
Each manager amendment is counted in the evaluation.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required
8 items
- Publishing a roster to a workforce.
- Issuing the written good faith estimate.
- Deciding a premium is owed on a change.
- Arranging a swap between two workers.
Automation boundary
Agent acts unaided
- ✓Hold each roster against the estimate issued at hire.
- ✓Count the notice each shift carries against the local ordinance window.
- ✓Flag a rest gap shorter than the local interval.
- ✓Draft the estimate and its fields for the manager who issues it.
Nothing is posted to a workforce and no estimate is issued unless a named person does it.
- Judging whether an ordinance covers a site.
- Telling a worker their notice was adequate.
- Accepting a consent to a short rest interval.
- Changes to the roster, the estimate or the record.
Example output
One roster change, annotated
Our surgical scheduling agent, production schedule copilot and dock appointment agent all schedule things; this one schedules people and the notice they are owed.
Scheduling output · single shift
Illustrative example- Shift
- Added shift, Seattle location
- Recorded as
- Added to a roster already posted
- Notice
- Short notice
- Evidence of record
- Estimate at hire, 3 August 2026
- Confidence
- Held unposted
- Held for
- The workforce manager, by name
As received
Built out of the posted roster and the estimate on file — nothing beyond those two is claimed.
What the record holds
- Posted roster
- Estimate at hire
- Shift-specific consent
Why no signature appears here
No ordinance in force asks anyone to sign a roster or an estimate.
What the score decides
Below the configured threshold a roster picks up a premium review before the manager sees it.
Action
PublishAmend shiftSend for premium 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 roster
From the location that posts it
Where the evidence is used
An estimate template that satisfies Chicago does not satisfy Oregon: the field lists diverge, so each estimate is bound to the fields its own jurisdiction asks for and tested against those.
Nobody signs a roster
Nothing is signed, certified or filed anywhere in these regimes; the artefact is the written good faith estimate, and its weight comes from being issued on time, with the right fields, in the right language, and kept.
What was checked, and not found
No federal predictive-scheduling law was located. The US Department of Labor states that “The FLSA has no provisions regarding the scheduling of employees, with the exception of certain child labor provisions”, and the Schedules That Work Act has been reintroduced without being enacted. No duty in any of the ordinances runs to a software vendor or to an algorithm: no certification, no audit, no conformity assessment and no disclosure of scheduling logic were found. The Euless ordinance was repealed on 24 September 2024 and is not carried here.
Build an evidence trail
The schedule, the estimate it departed from and the manager who published it stay together.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
Workforce management
- UKG
- Legion
- Deputy
- Rosters, availability and time-off records
Time and attendance
- Clock records
- punch data
- Hours worked against the shifts posted
Human resources
- Workday
- SuccessFactors
- Hire dates, locations and job records
Agent
Roster notice evidence
- Reads the estimate
- Counts the notice
- Holds for the manager
Demand and payroll
- Forecast feeds
- payroll exports
- Premiums raised and premiums paid
Observability & evaluation
- OpenTelemetry
- Langfuse
- Supported monitoring/evaluation sources
Integration availability depends on the client's existing systems and API access.
Agent controls
Six gates between the model and the workforce
Six gates on one corridor, the last the narrowest. What passes is set out in the map below.
L6 · Outermost — last line of defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether a roster may stand
- L3
- Hands the publishing to a named person
- L4 – L5
- Keep the schedule and the estimate behind it
- L6
- Republishes the previous roster when signals degrade
How Nestack evaluates it
Evaluate the whole scheduling run — not only the roster that comes out.
Coverage runs the whole depth of the workflow, and every layer is cut by slice.
Surface — the roster the workforce reads
- E1Final-output evaluationDid the roster carry the notice that location owed?
- E2Step-level evaluationDid the agent read the right estimate, the right site and the live ordinance?
- E3Tool evaluationDid it read and write the correct roster and the correct shift?
- E4Confidence calibrationDo low-confidence rosters actually attract more manager amendments?
- E5Slice evaluationHow does performance change across specific locations?
- E6Business outcomeHow many rosters needed an amendment before publication?
Floor — the notice a worker was given
Failure modes
Where each failure originates in the agent
Seven failure modes, each placed at the stage where it first shows.
Agent lifecycle
Direction of processing →
01 · Retrieval
1 mode
- NH-03
Stale ordinance read
The rule read is not the one now in force.
Stage gathers
The sites, the rules, the shifts and the hours
02 · Reasoning
2 modes
- NH-04
Window counted from wrong day
A notice window is counted off the wrong date.
- NH-06
Repealed ordinance read as live
A dead ordinance is worked as a current one.
Stage proposes
The shifts, their notice and the rest gaps
03 · Tool / write
2 modes
- NH-02
Thin roster passed forward
A roster moves on with no premium review.
- NH-05
Shift bound to wrong worker
The shift is filed against another worker.
Stage writes
Only where write access and approval policy allow it
04 · Output
1 mode
- NH-01
Posted, notice unrecorded
The record shows the roster but not the notice given.
Stage returns
The roster a manager posts and a worker reads
05 · Change / Version
1 mode
- NH-07
Silent window drift
An ordinance lengthens its notice, and the stored rule keeps the older one.
Stage tracks
Model, prompt, notice rules and site fields
- Sev-1 · a roster posted without notice
- Sev-2 · wrong window reaches the roster
- Sev-3 · source degrades, roster held back
Affected slices
Newly covered locations absorb the amendments
A location-level notice-window figure can read clean while newly covered locations carry most of the rework. Nestack reports the amendment rate by location, not only in total.
Slice performance — reported separately, not only in aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | Status |
|---|---|---|---|---|
| Newly covered locations | 12.3% | 3.7× | Review | |
| Multi-ordinance metropolitan sites | 8.8% | 2.6× | Review | |
| Seasonal and holiday sites | 5.5% | 1.7× | Watch | |
| Stable single-ordinance sites | 2.6% | 0.8× | Normal |
Bar: amendment-rate lift vs. single-ordinance baseline · scale 0–4.0× · tick marks the 2.0× review threshold
2 of 4 slices over threshold
Evidence-linked improvement
What a late text message costs
The loop shuts when the late change without notice is a regression case. That suite is what the next roster posted is measured against.
Improvement cycle · five stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Amendment rate rises on newly covered locations.
- 02
Diagnose
The shift added at nine on a Friday night to a roster posted a fortnight ago is walked back until one cause is left standing.
- 03
Improve
Every change goes out numbered, with the rosters that caused it attached.
- 04
Verify
Nothing releases while one touched roster case is still red.
- 05
Learn
The case stays on, and the notice rules are rewritten alongside it.
Learn → Detect
The return edge. The next roster is measured 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, roster drafting, evaluation, integration, then production validation and handover.
Workstream
Week 1Week 2Week 3Week 4Week 5Week 6
- 01Notice-boundary and ordinance-coverage mapping.Week 1
- 02Workforce, time and HR sources.Week 1, Week 2
- 03Shift-to-ordinance and estimate-completeness mapping.Week 1, Week 2
- 04Roster and availability ingestion.Week 2
- 05Shift, notice and estimate binding.Week 2, Week 3
- 06Divergence scoring and review routing.Week 3
- 07Manager publication workflow.Week 3, Week 4
- 08Workforce-system integration.Week 5
- 09Notice-window and premium cases.Week 4, Week 5
- 10Guardrails and consent controls.Week 4
- 11Roster-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 location, one cycle | ProductionProduction scheduling workflow | AdvancedMultiple locations / ordinances |
|---|---|---|---|
| Introduced at Pilot | |||
| Roster drafting to your ordinances | ✓ | ✓ | ✓ |
| Workforce manager release | ✓ | ✓ | ✓ |
| Scheduled-population baseline | ✓ | ✓ | ✓ |
| Introduced at Production | |||
| Reporting by jurisdiction | — | ✓ | ✓ |
| Manager review workflow in your systems | — | ✓ | ✓ |
| Approved write-back | — | ✓ | ✓ |
| Time-and-attendance integration | — | ✓ | ✓ |
| Introduced at Advanced | |||
| Multi-ordinance rule sets | — | — | ✓ |
| Cross-site roster packs | — | — | ✓ |
| Large scheduled populations | — | — | ✓ |
| Multi-ordinance notice controls | — | — | ✓ |
| Build price | From $5,000 | From $8,000 | Custom quote |
- Final build price
- Confirmed after discovery based on integrations, workflow complexity, roster 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 locations and the ordinance each one sits under
→Ordinance mapping, estimate capture and reissue clocks
Week 102Representative rosters, estimates and change records
→Notice binding, window logic and the roster baseline
Week 203Your standing scheduling policy and the manager it names
→Ordinance mapping, notice binding and the automation boundary
Week 104Access to relevant APIs, feeds or exports
→Workforce, time and HR source assessment, then integration setup
Week 205Rosters you would not want produced
→Notice cases and the evaluation run
Week 406What no roster may settle
→Divergence scoring, review routing, guardrails and release controls
Week 307A named workforce manager to publish the roster
→Manager publication 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
Widths here follow the work, not the grid, which is why one band runs under another in week five.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – W6
Week focus
W1Scheduling workflow discovery, ordinance mapping and the automation boundary
W2Source integration and the roster baseline
W3Roster drafting, notice logic and release controls
W4Evaluation suite, notice cases and regression testing
W5Workforce-system integration, pilot rosters and targeted corrections
W6One scheduling quarter run under the workforce manager, then Agent Care handover
- Reading the band
- Each bar runs only as far as the work it names, and the fifth carries two phases at once.
- At the end of W6
- Once the notice record validates, Agent Care assumes the agent.
- Duration
- Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.
Next step · Operations AI agent
Build a scheduling agent around the shift that moved after the roster went up.
Show us one posted roster and the estimate the people on it were given at hire. A posted shift is changed by the workforce manager who published it and by nobody else, so the agent counts what a change costs in notice and holds the amended roster for that manager.
- Typical delivery
- 4–6 weeks
- Deployment
- Your locations
- Named manager
- Notice first
- After launch
- Agent Care available
Nestack Agents · Workforce scheduling
AGT-OP-02 · Agent Care available after launch