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Labor Planning + Forecasting

Scheduling is Optimized. Planning Still Isn't.

Add Legion's Labor Planning and Forecasting on top of your existing workforce management software. Store-level reality in. Schedules that actually match the plan.

Part Time Vs Full Time 1

The Problem

Your Budget Reached Stores. Your Plan Didn't.

When planning and execution are disconnected, labor variance is inevitable. Most retailers report on labor, but they don't actually control it. Budgets drift by Week 3. Store overrides erode targets. Finance chases variance after month-end. The operating plan loses credibility before Q1 is even underway.

And it's not cheap. For a retailer with $50M in labor spend, even a 1–2% variance is $500K–$1M lost annually, often invisible until period close.

Annual budgets built top-down using headcount averages instead of operational reality

Forecasts that don't account for the demand signals actually driving the business: traffic, sales, local events, promotions, and weather

Labor planning modules that aggregate too coarsely to produce accurate, store-level operating plans in hours and dollars

Plans that live in spreadsheets and never reach store managers as actionable targets

Variances that surface at month-end when it’s too late to act

The Solution

The Intelligence Layer Behind Every Labor Decision.

Legion Forecasting uses AI to create custom models for each demand driver at every location, refreshed continuously as conditions change, and delivered at 15-minute intervals. That forecast feeds a bottom-up labor operating plan expressed in hours and dollars, built from real productivity standards and operational constraints.

Your existing WFM platform then schedules against targets grounded in what each location actually needs.

Forecasting at 15-minute intervals, in production today

Bottom-up labor plans built from granular labor standards, not aggregated estimates

Scenario modeling for wage, volume, and productivity shifts before you commit

Continuous reforecasting that catches variance before period close

Plans flow directly into your existing scheduling workflow as operational guardrails

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Option 1

Labor Planning on Top of Your Existing WFM

Your scheduling platform works. Your labor plan doesn't.

Who it's for
  • Your labor budgets are built top-down and miss local needs
  • Planning and scheduling are disconnected
  • Variances show up too late to act on them
  • Finance and Operations aren’t aligned
  • You need improved labor control without disrupting scheduling operations
What you get
  • Demand-driven labor plans built from real operational data
  • Labor targets enforced directly in scheduling
  • Real-time visibility into labor variance
  • One shared plan for Finance and Operations
  • Continuous reforecasting as conditions change
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Option 2

Labor Planning + Demand Forecasting over your WFM

Who it's for
  • Forecast accuracy challenges
  • Recurring labor variance
  • Inconsistent regional execution
  • Disconnected Finance and Operations teams
  • Labor plans that need to react faster to changing demand
What You Get
  • More accurate forecasts
  • Demand-aligned labor plans
  • Reduced labor variance
  • Greater labor efficiency
  • Share Finance and Operations visibility
  • Faster response to demand shifts and events
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Granular Labor Standards

The More Granular the Plan, the Less Variance You Chase

Most labor models plan at the job level, applying broad adjustments when demand changes. Legion plans at the task level, scanning, till management, cleaning, restocking, and more, each with its own labor standard. Labor plans are built around the productivity standards and operational constraints that reflect how work actually gets done at each location.

When conditions change, Legion adjusts labor where the change is occurring. A 10-hour reduction, for example, is distributed across tasks rather than absorbed through arbitrary shift cuts. Granular in. Accurate out. Every planning, scheduling, and execution decision benefits from that precision.

Forecasting in Production Today

Why Settle for Quarterly Forecasts When Demand Changes Weekly?

Most retail forecasts are built quarterly and begin aging the moment they're delivered. They don't react to local demand shifts or account for factors such as a local event driving traffic at one location but not another nearby store. By the time the forecast reaches scheduling, conditions have already changed.

Legion AI builds and continuously refreshes models based on the drivers that actually move labor at each location: traffic, sales, productivity, weather, and events. Every forecast includes key drivers and confidence intervals, helping managers understand not just what will happen, but why. Better forecasts create better plans and better schedules.

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Finance and Operations on the Same Plane

Why Settle for Two Versions of the Labor Truth?

Finance builds a plan. Operations executes a schedule. They live in different systems, sometimes different tools entirely. The variance between them is where labor cost and credibility leak away.

Legion connects Finance and Operations through a single, defensible labor plan. With versioning, audit trails, role-based access, and real-time variance monitoring, every approved adjustment is visible, and every override is governed. This isn’t after-the-fact reporting. It’s active labor control.

It's not a planning tool. It's a control system for labor.

Where Legion Fits in Your Stack

Your WFM Keeps Doing Its Job. Legion Makes Every Labor Decision Smarter Behind It.

Add Legion as the operational intelligence layer behind the platform you already run. No replacement. No disruption. No new system for your store teams to learn.

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  • Legion forecasts demand, so your WFM doesn't have to
  • Legion builds the labor plan, and your scheduling engine runs against it
  • Store teams continue using the WFM interface they already know
  • Finance and Operations see one plan, one truth, one source of variance, in real time

Legion by the Numbers

Legion Labor Planning

13x

ROI, proven with Legion WFM

28%

schedule fit for employees and business needs

0.5%

reduction in labor costs for every 1% improvement in demand forecast accuracy

1.6B

data points forecasted weekly with Legion AI

FAQ

Legion Labor Planning

Can I add labor planning to my existing WFM platform without replacing it?
What's the difference between labor planning and demand forecasting?
How does Legion integrate with my existing WFM software?
What is bottom-up labor planning, and why does it matter?
How do I reduce labor variance across my stores?
What ROI can we expect from improving labor planning?
Does my scheduling platform need to change if I add Legion Labor Planning?
How is AI labor planning different from traditional labor budgeting tools?
Can Finance and Operations use the same labor plan?
How long does Legion Labor Planning take to implement?
We're already running another WFM platform. Do we need to replace it?
Our current planning process is “good enough”.
We're mid-contract with our current WFM provider.