SES/CONT's time gains translated into an estimated released capacity of about 352 additional cases (+22.3%) and cleared backlog, and output shifted toward preventive work (Advisory Notices +664%)¶

Claim · All claims
Evidence · 1 study (2 entries) · design r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2029: local conditions change quickly

Subclaims¶

q2 i? Aggregating the time gains over 1,581 cases processed in 2024, the article estimates released capacity equivalent to approximately 352 additional cases, a 22.3% capacity increase, with no case over 10 days in the inbox at year end. → Vinicius Santana Gomes 2026 q2 i? Official Letters grew from 434 to 532 (+22.6%) and Advisory Notices jumped from 28 to 214 (+664%), which the authors read as a shift from punitive to preventive and corrective logic. → Vinicius Santana Gomes 2026 (2)

Evidence¶

Vinicius Santana Gomes 2026¶

Vinicius Santana Gomes. (2026). The Main Barrier to AI Adoption in the Public Sector Is Lack of Training: How a Structured Method Accompanied Productivity Gains in Two Brazilian Government Cases. arXiv. https://arxiv.org/abs/2606.01517 doi:10.48550/arxiv.2606.01517

q2 · i? · design · r2

Modeled estimate in Section VI computed from official SEI-GDF statistics: 1,581 cases at 2023 productivity would consume 28,332 cumulative processing days versus 23,177 actual in 2024, a difference of 5,155 days, "a 22.3% increase in the unit’s operational capacity".

"The difference, 5,155 days, is equivalent to processing approximately 352 additional cases, a 22.3% increase in the unit’s operational capacity."

Vinicius Santana Gomes 2026 (2)¶

Vinicius Santana Gomes. (2026). The Main Barrier to AI Adoption in the Public Sector Is Lack of Training: How a Structured Method Accompanied Productivity Gains in Two Brazilian Government Cases. arXiv. https://arxiv.org/abs/2606.01517

q2 · i? · design · r2

Official SEI-GDF output counts for SES/CONT comparing 2023 and 2024 under the method. The authors interpret the "664% growth" in Advisory Notices as a qualitative shift toward preventive and corrective operation.

"The output of Official Letters grew from 434 to 532 (+22.6%), and that of Advisory Notices (the corrective recommendations addressed to the sectors responsible for problems identified in disciplinary cases) jumped from 28 to 214, a 664% growth."

Discussion¶

Related Claims¶

• In the first year under the structured AI training method, SES/CONT's average case processing time fell 18.2% (17.92 to 14.66 days) while documentary output per case stayed stable — related
• In UCI/SEDET's first year under the method (2025), average processing time fell 50%, cases processed rose 31%, documents 67%, technical reports 85%, and dispatches 60% — related