Malha Fina clears 27% of school-meal accounts at Brazil's FNDE

Brazil's Federal Court of Accounts found that the FNDE's Malha Fina triage approved 11,931 school-meal accountability reports, 27% of those filed. They held only 3.6% of the money.

  • 2 an organization

    The first round approved 60,471 accountability reports, about 20% of the FNDE's backlog, though 66% of the school-meal reports still awaited analysis.

Depth runs from 1, a convenience or time saved, to 5, a life or a livelihood preserved.

Status
Reported and intended benefits.
Evidence

foundstudiedreportedclaimed

An independent audit report supports the benefit.

Compared with

School-meal accountability reports on which FNDE staff had concluded analysis by March 2023. Measured.

Without the system
3,6% (1.369 contas) estavam com análise concluída
With it
27% (11.931 contas) foram homologadas pelo Malha Fina
The system’s part
Not isolated. The TCU counts approvals by the whole triage, which combines value limits and rule-based audit trails with the machine-learning model. It gives no figure for the model alone and does not compare the automatic approvals with manual review.
Limits
Not yet checked.
Costs and harms
Not yet checked.
Later
Not yet checked.

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Benefit type
Repetitive Task Automation
System
Malha Fina FNDE: an ABC value curve, rule-based audit trails and a supervised machine-learning Modelo Preditivo
Made by
Fundo Nacional de Desenvolvimento da Educação (FNDE), with information, data and technology exchanged with the Controladoria-Geral da União (CGU) under cooperation agreement FNDE-CGU 19/2020
Used by
Fundo Nacional de Desenvolvimento da Educação (FNDE), Diretoria Financeira (Difin)
Where
Brazil (national)
Stage
In routine use
Date
Kind
Aggregate result
Broad benefit
Evaluating Information to Determine Compliance with Standards, Organizing, Planning, and Prioritizing Work
Collections
Scrutiny and findings
Last revised
31 October 2026

Sources

  1. Audit report, by authors with no tie to the system.

    Tribunal de Contas da União. Acórdão 743/2025 – TCU – Plenário (TC 020.760/2022-1), relator Ministro Walton Alencar Rodrigues, session of 2 April 2025. Operational audit of the FNDE's internal controls on the financial management of the Programa Nacional de Alimentação Escolar (PNAE), Relatório paragraphs 128-140 and Tabela 1.

    Proporcionalmente à quantidade total de prestações de contas homologas (60.471), o PNAE foi contemplado com 11.931 contas homologadas, o que representa 27% do total de prestações de contas desse programa que deram entrada no FNDE, relativas aos repasses realizados no período 2011 a 2018

Details

AI system

Workflow

An ABC value curve set minimum and maximum values of R$ 80,000 and R$ 1,000,000 for the analysis. Audit trails ran objective tests for signs of irregularity. The model picked out reports like those that manual review had approved.

Follow-up

Conditions for replication

Reports that the triage does not approve still need manual analysis before claims become time-barred. The FNDE must review the model's criteria and its risk tolerance, set at seven tenths or more on a scale of 0 to 1.

Entry details

Sector

Public administration: education grant accountability review.

Purpose

The FNDE built Malha Fina FNDE to approve low-risk accountability reports automatically and leave the rest for its staff to analyze.

Not yet checked: model, release, provider, role, configuration, inputs and outputs, autonomy, human oversight, AI contribution, beneficiaries, reach, distribution and access, duration, every measurement question, every money question, ownership and control, dependencies, cross-border connections, geopolitical implications, replication attempts, availability, institutional decision, grounds, action and result, success criterion, every evidence question, observed or intended, alternative assessments, related entries, other identifiers, category mappings.

Cite this record

Peter H. Vartanian. (2026). Malha Fina clears 27% of school-meal accounts at Brazil's FNDE (AIBD-0918). Artificial Intelligence Benefits Database, edition of 31 October 2026. https://petervartanian.xyz/aibd/records/AIBD-0918.html (archived at https://doi.org/10.7910/DVN/AADSII, version 4.0)

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