Uruguay's public procurement
Recurring data-load errors by provider and agency
We cross-reference the data-load errors — prices or quantities the AI flagged as a data-entry mistake, not corruption — against the providers and agencies behind them, to see whether the same provider or the same agency repeats the same error over and over. It's to report and fix at the source.
See all data-load errorsHow it's built
A flag is a 'data-load error' when the extreme unit price is not a real overprice but a mistake when loading the data: a quantity of 10,000 where it should be 1, the line total loaded as the unit price, or a figure in the wrong currency. A second AI review (Gemini) classifies them. Here we group them by provider and by agency to see which ones repeat. Recomputed every 24 hours.
The 'mis-loaded amount' is an estimate of how much the bad record inflated the reported figure: (loaded price − top of the usual range) × quantity, brought to today's pesos. It is not money the provider billed — it is a distortion in the data — which is why it shows in celeste, not gold.
5 flag(s) with an implausible quantity were capped so a bad record can't dominate the totals.
A data-load error is not an accusation: it is bad data to fix at the source. The amounts are estimates over official open data.
# | Provider | Errors | Mis-loaded amount | Worst div. | Top agency | |
|---|---|---|---|---|---|---|
| 1 | FIERRO VIGNOLI S A FIVISA | 66 | $ 500.985 | ×1000+ | Jefatura de Policía de Riveraof 34 agencies | see its errors |
| 2 | DIAZ TRINDADE ADRIANA | 64 | $ 366.343 | ×42 over normal | Jefatura de Policía de Rivera | see its errors |
| 3 | BIOERIX SA | 38 | $ 2,3 M | ×1000+ | Hospital Macielof 11 agencies | see its errors |
| 4 | KAIROS RIVERA SRL | 38 | $ 92.107 | ×139 over normal | Jefatura de Policía de Rivera | see its errors |
| 5 | SANQUILCO SOCIEDAD ANONIMA | 35 | $ 529.424 | ×27 over normal | Dirección de Educaciónof 22 agencies | see its errors |
| 6 | NALFER S.A. | 32 | $ 495.555 | ×170 over normal | Universidad Tecnológica del Uruguayof 25 agencies | see its errors |
| 7 | CERAMICAS CASTRO S A | 30 | $ 404.044 | ×203 over normal | Jefatura de Policía de Riveraof 22 agencies | see its errors |
| 8 | EMEDICAL S.A. | 25 | $ 1,9 M | ×38 over normal | Dirección General de la Saludof 12 agencies | see its errors |
| 9 | PALAM S.R.L | 24 | $ 19.311 | ×29 over normal | Jefatura de Policía de Cerro Largoof 2 agencies | see its errors |
| 10 | NUNEZ RODRIGUEZ MARIE CLARIE | 24 | $ 115.586 | ×26 over normal | Jefatura de Policía de Artigas | see its errors |
| 11 | ELECO S A | 21 | $ 265.938 | ×245 over normal | Hospital del Cerroof 13 agencies | see its errors |
| 12 | GUNTER SCHAAF SOCIEDAD ANONIMA | 20 | $ 726.243 | ×1000+ | Red de Atención Primaria de Río Negroof 16 agencies | see its errors |
| 13 | LAB IVD URUGUAY S A | 19 | $ 232.207 | ×1000+ | Centro Auxiliar de Rosarioof 8 agencies | see its errors |
| 14 | URUFARMA S.A. | 19 | $ 328.318 | ×1000+ | Centro Auxiliar de Bella Uniónof 14 agencies | see its errors |
| 15 | MERCOLUZ S A | 19 | $ 299.051 | ×116 over normal | Comando General de la Armadaof 13 agencies | see its errors |
| 16 | LINDE URUGUAY LIMITADA | 19 | $ 468.527 | ×38 over normal | Red de Atención Primaria de Rochaof 8 agencies | see its errors |
| 17 | SIEMBRASUR S A | 17 | $ 104.722 | ×66 over normal | Centro Auxiliar de Río Brancoof 8 agencies | see its errors |
| 18 | EL MISMO STILO S.R.L | 17 | $ 42.325 | ×35 over normal | Jefatura de Policía de Rivera | see its errors |
| 19 | R NUÑEZ TRANSPORTES SRL | 16 | $ 155.691 | ×306 over normal | Jefatura de Policía de Rivera | see its errors |
| 20 | MACHADO LOTITO MARTHA LILIAN | 16 | $ 128.809 | ×276 over normal | Jefatura de Policía de Rivera | see its errors |
- 1FIERRO VIGNOLI S A FIVISA
- Errors
- 66
- Mis-loaded amount
- $ 500.985
- Worst div.
- ×1000+
Top agencyJefatura de Policía de Riveraof 34 agencies - 2DIAZ TRINDADE ADRIANA
- Errors
- 64
- Mis-loaded amount
- $ 366.343
- Worst div.
- ×42 over normal
Top agencyJefatura de Policía de Rivera - 3BIOERIX SA
- Errors
- 38
- Mis-loaded amount
- $ 2,3 M
- Worst div.
- ×1000+
Top agencyHospital Macielof 11 agencies - 4KAIROS RIVERA SRL
- Errors
- 38
- Mis-loaded amount
- $ 92.107
- Worst div.
- ×139 over normal
Top agencyJefatura de Policía de Rivera - 5SANQUILCO SOCIEDAD ANONIMA
- Errors
- 35
- Mis-loaded amount
- $ 529.424
- Worst div.
- ×27 over normal
Top agencyDirección de Educaciónof 22 agencies - 6NALFER S.A.
- Errors
- 32
- Mis-loaded amount
- $ 495.555
- Worst div.
- ×170 over normal
Top agencyUniversidad Tecnológica del Uruguayof 25 agencies - 7CERAMICAS CASTRO S A
- Errors
- 30
- Mis-loaded amount
- $ 404.044
- Worst div.
- ×203 over normal
Top agencyJefatura de Policía de Riveraof 22 agencies - 8EMEDICAL S.A.
- Errors
- 25
- Mis-loaded amount
- $ 1,9 M
- Worst div.
- ×38 over normal
Top agencyDirección General de la Saludof 12 agencies - 9PALAM S.R.L
- Errors
- 24
- Mis-loaded amount
- $ 19.311
- Worst div.
- ×29 over normal
Top agencyJefatura de Policía de Cerro Largoof 2 agencies - 10NUNEZ RODRIGUEZ MARIE CLARIE
- Errors
- 24
- Mis-loaded amount
- $ 115.586
- Worst div.
- ×26 over normal
Top agencyJefatura de Policía de Artigas - 11ELECO S A
- Errors
- 21
- Mis-loaded amount
- $ 265.938
- Worst div.
- ×245 over normal
Top agencyHospital del Cerroof 13 agencies - 12GUNTER SCHAAF SOCIEDAD ANONIMA
- Errors
- 20
- Mis-loaded amount
- $ 726.243
- Worst div.
- ×1000+
Top agencyRed de Atención Primaria de Río Negroof 16 agencies - 13LAB IVD URUGUAY S A
- Errors
- 19
- Mis-loaded amount
- $ 232.207
- Worst div.
- ×1000+
Top agencyCentro Auxiliar de Rosarioof 8 agencies - 14URUFARMA S.A.
- Errors
- 19
- Mis-loaded amount
- $ 328.318
- Worst div.
- ×1000+
Top agencyCentro Auxiliar de Bella Uniónof 14 agencies - 15MERCOLUZ S A
- Errors
- 19
- Mis-loaded amount
- $ 299.051
- Worst div.
- ×116 over normal
Top agencyComando General de la Armadaof 13 agencies - 16LINDE URUGUAY LIMITADA
- Errors
- 19
- Mis-loaded amount
- $ 468.527
- Worst div.
- ×38 over normal
Top agencyRed de Atención Primaria de Rochaof 8 agencies - 17SIEMBRASUR S A
- Errors
- 17
- Mis-loaded amount
- $ 104.722
- Worst div.
- ×66 over normal
Top agencyCentro Auxiliar de Río Brancoof 8 agencies - 18EL MISMO STILO S.R.L
- Errors
- 17
- Mis-loaded amount
- $ 42.325
- Worst div.
- ×35 over normal
Top agencyJefatura de Policía de Rivera - 19R NUÑEZ TRANSPORTES SRL
- Errors
- 16
- Mis-loaded amount
- $ 155.691
- Worst div.
- ×306 over normal
Top agencyJefatura de Policía de Rivera - 20MACHADO LOTITO MARTHA LILIAN
- Errors
- 16
- Mis-loaded amount
- $ 128.809
- Worst div.
- ×276 over normal
Top agencyJefatura de Policía de Rivera
Patterns
What repeats behind the data-load errors. Click any bar or pair to see those errors.
Concentration by provider
The providers with the most data-load errors.
Agencies that concentrate
Agencies with the most errors, and across how many providers they spread.
Pairs with the most errors
The same provider and the same agency, repeated.
Category
Which categories carry the most load errors.