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Service Operations AI

Staffing decisions also need evidence.

An AI agent that reduces repetitive work in service operations by automating staff allocation calculation, attendance aggregation, and settlement statement drafting.

Site Problems

You are likely doing this now

  • Required staff by site is decided by intuition
  • Attendance checks and settlement take several days every month
  • Mistakes occur because contract terms differ by site

What It Does

What the agent handles

Staff Allocation Suggestions

It calculates required staff based on site size and past time requirements.

Automatic Attendance Aggregation

It aggregates clock-in and clock-out records according to contract terms and leaves only exceptions to people.

Settlement Statement Drafting

It matches site-specific rates with work records and drafts settlement statements.

Contract Term Review

It finds and alerts on mismatches between site-specific conditions and actual operations.

Expected Effects

What changes

Settlement time
-60%
Allocation basis
Quantified
Condition violations
Detected in advance

After measuring with real data during the pilot period, we reset the targets.

Adoption Flow

Implemented in four steps

  1. 1

    Organize contract terms

  2. 2

    Connect attendance system

  3. 3

    Pilot at one site

  4. 4

    All sites

Other Industries

How other sites use it

Check whether it works for your site

We first check what is possible with the data you are already accumulating.