evidoria

← Back to browse

Good practice Imported

SAPR — Dominican Republic's AI-Flagged Procurement Alert System

Dominican Republic · Santo Domingo · See the Dominican Republic profile · See the Santo Domingo profile

Evidence: Descriptive / self-reported Top 32% 67/100 · Ask Evidence Copilot about this practice

Since 2021 the Dominican Republic's procurement authority has run automated daily alerts across its e-procurement system, flagging collusion and ineligible bidders. It won a 2026 UN Public Service Award; DGCP reports US$778M redirected and an 80% drop in collusive incidents.

360,000+
Procurement processes monitored since 2021 (2021-2026)
147,000
Preventive alerts generated (2021-2026)
778.3 US$ million
Procurement value redirected (2021-2026)
80 %
Drop in collusive-practice incidents (2021-2026)
93.8 to 96 %
Competitive tendering share (independently verified) (2020-2023)
SAPR — Dominican Republic's AI-Flagged Procurement Alert System

Details

Maturity
Established
Promoter
Dirección General de Contrataciones Públicas (DGCP)
Period
2021–2026
Keywords
public procurement, anti-corruption, public administration

Context

The Sistema de Alertas Preventivas y Reactivas (SAPR) is an automated monitoring layer built into the Dominican Republic's national e-procurement platform (SECP), operated by the Dirección General de Contrataciones Públicas (DGCP). It runs daily checks across every open tender, using around 21 predefined red-flag indicators to detect suspicious bidder relationships, compressed bidding timelines and ineligible suppliers before contracts are awarded.

Results

Since its 2021 launch, DGCP reports that SAPR has monitored more than 360,000 procurement processes and generated roughly 147,000 preventive alerts, with only 15% ultimately flagged for deeper review. The agency credits the system with redirecting US$778.3 million in procurement value and cutting collusive-practice incidents by 80% between 2021 and 2026. The Open Contracting Partnership independently documented a rise in competitive tendering from 93.8% of processes in 2020 to 96% in 2023, and the system won a 2026 UN Public Service Award.

Conclusions

The Open Contracting Partnership's own 2023 account describes SAPR as rule-based 'automated vigilance' using predefined red flags, with machine-learning integration described only as a future step — meaning more recent 'AI-powered' framing in government and press coverage may overstate the system's current use of AI relative to its rules-engine origins.

Implementation
Indicative cost
Medium (€50k–€500k) — Built into the existing national e-procurement platform; no separate budget figure disclosed.
Time to results
Long (> 3 years) — Launched 2021, operating continuously with daily checks; recognised with a 2026 UN Public Service Award.
Staffing & skills
Dirección General de Contrataciones Públicas (DGCP) monitoring and review staff

Conditions for success

  • Integration with the national e-procurement platform (SECP)
  • Predefined red-flag rule set (around 21 indicators)
  • Daily automated screening across all open tenders

Common failure modes

  • 'AI-powered' framing in recent coverage may overstate current machine-learning use relative to the system's rules-engine origins

Where it fits

Governance type
national public agency
Scale
national
Income level
upper-middle-income

Commonly funded by

National / regional programmes

Indicative funding routes for practices of this type — always check each programme's current calls and eligibility rules.

Do you run this practice? Claim it — verified implementers get a public contact pathway and can propose corrections.

Data sources

Where this practice's information was retrieved from, and when.

Attachments

Similar practices you may find useful