Global Automotive Parts Manufacturer — An absenteeism intelligence agent that reads every medical certificate and emits the HR indicator the plant manager actually wants

An absenteeism intelligence agent that reads every medical certificate and emits the HR indicator the plant manager actually wants

Each atestado is read, critically assessed against validity and policy, and rolled into a simple operator-readable absenteeism BI. Built explicitly without the jargon every other AI vendor brings into the plant.

ClientGlobal Automotive Parts Manufacturer
SectorWorkforce & HR Operations
IndustryAutomotive Manufacturing
RegionBrazil

Automotive-parts manufacturer already running AMRs and AI visual inspection. Naming withheld.

The manufacturer is already advanced operationally. Autonomous mobile robots move on the plant floor. AI visual and laser inspection runs on the line. The next layer of cost the operations director wants attacked is absenteeism, and specifically the rote work of reading and critically analyzing the medical certificates (atestados) every absence generates. The pain is not that the data is missing. The pain is that no existing BI emits the simple, fast indicator the plant manager needs to act on.

Outcomes

100%medical certificates critically analyzed against validity and policy
3 driversmodeled per absence: validity, socio-economic, policy compliance
0 BI dashboardspreviously: there was no operator-readable indicator
Same-dayplant-manager indicator instead of a month-end rollup

The plant manager stops finding out about absenteeism trends at month end. The HR team stops doing rote certificate review. The operations director gets an indicator in their language, not the vendor's.

The problem

Atestados arrive in volume, with varying validity and varying compliance with policy. The HR team reads them, decides which are valid, files the absence, and produces an indicator at month end. By month end the operational damage is already done. Every AI vendor that pitches this team brings a wall of jargon the plant manager will not run on. The director's complaint about the field is explicit: the technical talk does not keep up with operational pace.

What we built

HomoDeus deploys an absenteeism intelligence agent that ingests every atestado, critically analyzes it against validity criteria and policy rules, models the absence against drivers (validity, socio-economic factors, policy compliance), and emits a simple, fast operator BI the plant manager can act on the same day. The agent is built inside the manufacturer's data boundary and is positioned in operator language, not in AI vendor language. The director's own quality bar is the bar.

Stack

  • Medical-certificate (atestado) ingestion
  • Critical-validity classifier
  • Policy-rule matcher
  • Absenteeism driver model
  • Operator-readable BI layer
  • In-environment deployment

Time to production

6-8 weeks to first production agent

Questions a C-suite leader will ask

Can AI replace human review of medical certificates?

It replaces the rote validation. The agent ingests every atestado, runs the validity and policy checks, and routes only the exceptions for human review. The HR team continues to own the decision on the exceptions and the policy itself.

How does an absenteeism intelligence agent differ from a generic HR BI?

A generic HR BI tells the plant manager what happened last month. The agent ingests certificates as they arrive, classifies validity and policy compliance critically, and emits a same-day operator indicator the plant manager can act on. The output is in operator language, not in vendor jargon.

Does this require us to change our HR systems?

No. The agent runs inside the manufacturer's data boundary, ingests atestados from existing intake channels, and emits the indicator as a simple operator BI layer alongside whatever HR system the manufacturer already runs.

Related impact studies

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