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Annex A · Use Case Inventory

The reference municipal portfolio

This annex reproduces the complete inventory of the portfolio described in the Use Cases chapter: 100 atomic use cases and 30 value solutions for local government, developed by ultraBASE during 2025 (version 6.6 of the inventory). The levels correspond to the MOTOR model; the CITIZEN / CITY / DUAL classification and the four thematic areas are defined in the chapter (the area letters are: A — citizen services and communication; B — internal management; C — infrastructure, roads, safety, and emergencies; D — health, education, culture, sports, and the environment). The priority of each solution is expressed on a 0–100 scale. Some solutions incorporate additional cases from the source inventory identified as CU-NEW-…, which are not part of the catalog of one hundred atomic cases. Returns are referential (pending baseline validation, as portfolio discipline demands).

The 30 Value Solutions, by ranking

#1 - SV-GOB-012: Autonomous Municipal Financial Management (“FINANZAS AI”)

Priority: 94 | Level: 6 | Type: DUAL | UC: 4

Components: CU-082, CU-083, CU-017, CU-051

#2 - SV-GOB-018: Paperless Municipality (Full Digitalization)

Priority: 92 | Level: 3 | Type: CITIZEN | UC: 5

Components: CU-NEW-001, CU-NEW-002, CU-NEW-003, CU-027, … +1 more

#3 - SV-GOB-024: Complete Financial and Administrative Management

Priority: 91 | Level: 4 | Type: CITY | UC: 7

Components: CU-009, CU-010, CU-018, CU-031, … +3 more

#4 - SV-GOB-010: Autonomous Citizen Service Management (“ALEX”)

Priority: 90 | Level: 6 | Type: CITIZEN | UC: 4

Components: CU-078, CU-079, CU-015, CU-035

#5 - SV-GOB-002: Intelligent Citizen Contact Center

Priority: 88 | Level: 3 | Type: CITIZEN | UC: 2

Components: CU-035, CU-036

#6 - SV-GOB-025: Comprehensive Public Procurement Platform

Priority: 87 | Level: 3 | Type: CITY | UC: 5

Components: CU-005, CU-014, CU-021, CU-022, … +1 more

#7 - SV-GOB-003: Emergency-Resilient City

Priority: 86 | Level: 4 | Type: DUAL | UC: 3

Components: CU-048, CU-049, CU-085

#8 - SV-GOB-011: Autonomous Municipal Works Program (“OBRA”)

Priority: 85 | Level: 6 | Type: DUAL | UC: 4

Components: CU-080, CU-081, CU-033, CU-034

#9 - SV-GOB-021: Integrated Social Development Center

Priority: 85 | Level: 4 | Type: CITIZEN | UC: 5

Components: CU-071, CU-NEW-008, CU-NEW-009, CU-NEW-010, … +1 more

#10 - SV-GOB-029: Smart Local Public Safety

Priority: 84 | Level: 4 | Type: CITIZEN | UC: 2

Components: CU-055, CU-056

#11 - SV-GOB-023: Comprehensive Municipal Human Resources Center

Priority: 83 | Level: 3 | Type: CITY | UC: 6

Components: CU-011, CU-012, CU-019, CU-020, … +2 more

#12 - SV-GOB-001: Comprehensive Planning and Execution of Municipal Works

Priority: 82 | Level: 3 | Type: DUAL | UC: 2

Components: CU-033, CU-034

#13 - SV-GOB-004: Predictive Municipal Public Health Management

Priority: 80 | Level: 4 | Type: DUAL | UC: 3

Components: CU-058, CU-061, CU-085

#14 - SV-GOB-027: Smart Public Spaces

Priority: 80 | Level: 3 | Type: DUAL | UC: 7

Components: CU-040, CU-042, CU-043, CU-044, … +3 more

#15 - SV-GOB-020: Carbon-Neutral Municipality

Priority: 79 | Level: 4 | Type: DUAL | UC: 5

Components: CU-087, CU-075, CU-088, CU-NEW-006, … +1 more

#16 - SV-GOB-007: Post-Disaster Assessment and Response

Priority: 78 | Level: 5 | Type: CITIZEN | UC: 2

Components: CU-072, CU-065

#17 - SV-GOB-030: Smart Waste and Cleaning Management

Priority: 78 | Level: 4 | Type: DUAL | UC: 2

Components: CU-052, CU-075

#18 - SV-GOB-026: Connected and Informed City

Priority: 77 | Level: 3 | Type: CITIZEN | UC: 6

Components: CU-003, CU-007, CU-008, CU-025, … +2 more

#19 - SV-GOB-008: Environmentally Sustainable Smart City

Priority: 76 | Level: 5 | Type: DUAL | UC: 4

Components: CU-086, CU-060, CU-069, CU-059

#20 - SV-GOB-005: Predictive, Self-Repairing Urban Infrastructure

Priority: 75 | Level: 4 | Type: DUAL | UC: 3

Components: CU-054, CU-089, CU-087

#21 - SV-GOB-009: Smart, Sustainable Urban Mobility

Priority: 74 | Level: 5 | Type: DUAL | UC: 3

Components: CU-088, CU-074, CU-053

#22 - SV-GOB-019: End-to-End Smart Participatory Budgeting

Priority: 73 | Level: 3 | Type: CITIZEN | UC: 5

Components: CU-029, CU-030, CU-NEW-004, CU-NEW-005, … +1 more

#23 - SV-GOB-006: Comprehensive Construction Supervision with Drones and AI

Priority: 72 | Level: 5 | Type: DUAL | UC: 2

Components: CU-065, CU-064

#24 - SV-GOB-028: Municipal Cultural and Educational Services

Priority: 72 | Level: 3 | Type: CITIZEN | UC: 3

Components: CU-047, CU-070, CU-063

#25 - SV-GOB-013: National Waste Management Network

Priority: 70 | Level: 7 | Type: DUAL | UC: 2

Components: CU-092, CU-075

#26 - SV-GOB-014: National Smart Public Safety Network

Priority: 68 | Level: 7 | Type: CITIZEN | UC: 3

Components: CU-093, CU-100, CU-056

#27 - SV-GOB-022: Smart Municipal Tourism

Priority: 67 | Level: 4 | Type: CITIZEN | UC: 5

Components: CU-NEW-011, CU-NEW-012, CU-NEW-013, CU-041, … +1 more

#28 - SV-GOB-015: Inter-Municipal Benchmarking and Continuous Improvement

Priority: 65 | Level: 7 | Type: CITY | UC: 3

Components: CU-090, CU-091, CU-094

#29 - SV-GOB-016: Public Policy Innovation with AI

Priority: 62 | Level: 7 | Type: DUAL | UC: 2

Components: CU-098, CU-038

#30 - SV-GOB-017: Municipal Revenue Diversification

Priority: 60 | Level: 7 | Type: CITY | UC: 2

Components: CU-099, CU-097

The 100 Use Cases, by MOTOR level

Level 1 (14 UC)

CU-001: Building Permit Analysis CITY | Area C

CU-002: Regulatory Review CITY | Area B

CU-003: Responses to Frequently Asked Questions CITIZEN | Area A

CU-004: Complaint Categorization CITY | Area A

CU-005: Municipal Contract Review CITY | Area B

CU-006: Ordinance Generation CITY | Area B

CU-007: Social Media Content Generation CITIZEN | Area A

CU-008: Institutional Material Translation CITIZEN | Area A

CU-009: Budget Execution Analysis CITY | Area B

CU-010: Expense Anomaly Detection DUAL | Area B

CU-011: Screening of Job Competition Applicants CITY | Area B

CU-012: Performance Evaluations CITY | Area B

CU-013: Project Planning CITY | Area B

CU-014: Bid Proposal Analysis CITY | Area B

Level 2 (20 UC)

CU-015: 24/7 Municipal Chatbot with Anti-Prompt Injection CITIZEN | Area A

CU-016: Ticketing System with Masked Data CITIZEN | Area A

CU-017: Financial Analysis with Tokenization CITY | Area B

CU-018: Automatic Expense Auditing CITY | Area B

CU-019: Personnel Analysis with Privacy CITY | Area B

CU-020: Turnover Prediction with Protected Data CITY | Area B

CU-021: Contract Analysis with Tokenized Parties CITY | Area B

CU-022: Supplier Due Diligence CITY | Area B

CU-023: Permit Review with Anonymized Data CITIZEN | Area C

CU-024: Zoning Plan Analysis CITY | Area C

CU-025: Content Generation with Guidelines CITIZEN | Area A

CU-026: Certified Translation with Validation CITIZEN | Area A

CU-068: Medical Leave Management with Tokenization CITY | Area B

CU-069: Drinking Water Quality Monitoring with Automated Alerts DUAL | Area D

CU-070: Municipal Library Management with Personalized Recommendations CITIZEN | Area D | Social Value

CU-071: School Attendance Analysis with Dropout Alerts CITY | Area D | Social Value

CU-075: Solid Waste Management with Route Optimization CITY | Area D

CU-076: Recurring Supplier Analysis with Risk Scoring CITY | Area B

CU-077: Municipal Training Management with Gap Detection CITY | Area B

CU-084: Social Media Monitoring for Citizen Needs Detection DUAL | Area A

Level 3 (21 UC)

CU-027: Automated Building Permit CITIZEN | Area C

CU-028: Comprehensive Business License CITIZEN | Area A

CU-029: Citizen Proposal Processing CITIZEN | Area A

CU-030: Participatory Project Design CITIZEN | Area C

CU-031: Semi-Automated Monthly Accounting Close CITY | Area B

CU-032: Smart Expense Approval CITY | Area B

CU-033: Multi-Project Works Planning DUAL | Area C

CU-034: Works Inspection with AI DUAL | Area C

CU-035: Complex Multi-System Case Resolution CITIZEN | Area A

CU-036: Proactive Citizen Outreach CITIZEN | Area A

CU-037: Municipal Ordinance Generation CITY | Area B

CU-038: Regulatory Impact Analysis CITY | Area B

CU-039: Intelligent 360 Assistant for Multi-System Inquiries DUAL | Area B

CU-040: Public Lighting Optimization DUAL | Area C

CU-041: Mass Event Management CITIZEN | Area D

CU-042: Public Space Maintenance CITIZEN | Area D

CU-043: Automated Municipal Cemetery Management CITIZEN | Area D

CU-044: Smart Regulation of Street Markets and Street Vendors DUAL | Area C

CU-045: Animal Adoption Center with AI CITIZEN | Area D

CU-046: Municipal Sports Facility Management DUAL | Area D

CU-047: Smart Digital Municipal Library CITIZEN | Area D

Level 4 (19 UC)

CU-048: Automatic Response to Weather Emergencies DUAL | Area C

CU-049: Autonomous Traffic Incident Management CITIZEN | Area C

CU-050: Real-Time Fraud Detection DUAL | Area B

CU-051: Continuous Budget Projection DUAL | Area B

CU-052: Garbage Collection with Dynamic Routes DUAL | Area D

CU-053: Adaptive Multi-Intersection Traffic Lights DUAL | Area C

CU-054: Water Network Failure Prediction DUAL | Area C

CU-055: Camera Monitoring with Incident Detection CITIZEN | Area C

CU-056: Predictive Patrolling CITIZEN | Area C

CU-057: Dynamic Generation of Analytics and Dashboards on Demand CITY | Area A

CU-058: Municipal Epidemiological Surveillance System DUAL | Area D | Social Value

CU-059: Autonomous Environmental Noise Control DUAL | Area D

CU-060: Air Quality Monitoring Network DUAL | Area D

CU-061: Smart Municipal Vaccination System CITIZEN | Area D | Social Value

CU-062: Historic Heritage Management with AI DUAL | Area D | Social Value

CU-063: Smart Management of Cultural Events and Permits CITIZEN | Area D

CU-085: Autonomous Health Emergency Management DUAL | Area D

CU-087: Dynamic Optimization of Municipal Energy Consumption CITY | Area C

CU-089: Predictive Maintenance System for Critical Infrastructure CITY | Area C

Level 5 (9 UC)

CU-064: Pavement Deterioration Detection DUAL | Area C

CU-065: Works Inspection with Automated Flight + Specialized AI Analysis DUAL | Area C

CU-066: Local Municipal Case Law Analysis CITY | Area B

CU-067: Ultra-Specific Complaint Classification CITY | Area A

CU-072: Post-Earthquake Seismic Assessment CITIZEN | Area C

CU-073: Environmental Impact Study CITY | Area D

CU-074: Traffic Optimization DUAL | Area C

CU-086: Integrated Multi-Sensor Environmental Monitoring Network DUAL | Area D | Multi-Agent

CU-088: Autonomous School Transportation Coordination CITIZEN | Area D

Level 6 (6 UC)

CU-078: “ALEX” Manages a Team of 25 Staff Members CITIZEN | Area B | Multi-Agent

CU-079: Continuous Service Optimization CITIZEN | Area A

CU-080: “OBRA” Coordinates 45 Simultaneous Projects DUAL | Area B | Multi-Agent

CU-081: Works Crisis Management DUAL | Area B

CU-082: “FINANZAS AI” Manages a USD $45M Budget DUAL | Area B | Multi-Agent

CU-083: Automatic Budget Reallocation DUAL | Area B

Level 7 (11 UC)

CU-090: “FINANZAS AI” Agent Consulting Other Municipalities CITY | Area B

CU-091: “OBRAS AI” Agent with Regional Track Record CITY | Area B

CU-092: Regional Waste Management Network DUAL | Area D | Multi-Agent

CU-093: Regional Public Safety Network CITIZEN | Area C | Multi-Agent

CU-094: “Chilean Municipal AI Network” CITY | Area B

CU-095: Government Agent Marketplace CITY | Area B

CU-096: “Digital Municipalities” National Program CITIZEN | Area A

CU-097: Commercial Spin-Off “GobiernoIA SpA” CITY | Area B

CU-098: Agent Proposes New Public Policy DUAL | Area C

CU-099: Agent Identifies New Business Opportunity CITY | Area B

CU-100: National Network of Municipal Agents for Emergencies DUAL | Area C

Portfolio Statistics

Totals

  • Use Cases: 100
  • Value Solutions: 30
  • Estimated aggregate return (referential, pending baseline validation): USD ~118M/year for the portfolio as a whole

Distribution by MOTOR level

Level UC VS
1 14 0
2 20 0
3 21 9
4 19 9
5 9 4
6 6 3
7 11 5

Distribution by Classification

Type UC VS
CITIZEN 31 11
CITY 38 5
DUAL 31 14

Special fields

  • UC with declared social value: 5 (intangible social benefit)
    • CU-058, CU-061, CU-062, CU-070, CU-071
  • UC with multi-agent relationships: 6 (integrate or coordinate other UC)
    • CU-078, CU-080, CU-082, CU-086, CU-092, CU-093

The Four Thematic Areas

Area A — Citizen Services and Communication

Total: 17 UC (17%)

Use Cases: - CU-003: Responses to Frequently Asked Questions - CU-004: Complaint Categorization - CU-007: Social Media Content Generation - CU-008: Institutional Material Translation - CU-015: 24/7 Municipal Chatbot with Anti-Prompt Injection - CU-016: Ticketing System with Masked Data - CU-025: Content Generation with Guidelines - CU-026: Certified Translation with Validation - CU-028: Comprehensive Business License - CU-029: Citizen Proposal Processing - … and 7 more UC

Total: 37 UC (37%)

Use Cases: - CU-002: Regulatory Review - CU-005: Municipal Contract Review - CU-006: Ordinance Generation - CU-009: Budget Execution Analysis - CU-010: Expense Anomaly Detection - CU-011: Screening of Job Competition Applicants - CU-012: Performance Evaluations - CU-013: Project Planning - CU-014: Bid Proposal Analysis - CU-017: Financial Analysis with Tokenization - … and 27 more UC

Area C — Infrastructure, Roads, Safety, and Emergencies

Total: 24 UC (24%)

Use Cases: - CU-001: Building Permit Analysis - CU-023: Permit Review with Anonymized Data - CU-024: Zoning Plan Analysis - CU-027: Automated Building Permit - CU-030: Participatory Project Design - CU-033: Multi-Project Works Planning - CU-034: Works Inspection with AI - CU-040: Public Lighting Optimization - CU-044: Smart Regulation of Street Markets and Street Vendors - CU-048: Automatic Response to Weather Emergencies - … and 14 more UC

Area D — Health, Education, Culture, Sports, and the Environment

Total: 22 UC (22%)

Use Cases: - CU-041: Mass Event Management - CU-042: Public Space Maintenance - CU-043: Automated Municipal Cemetery Management - CU-045: Animal Adoption Center with AI - CU-046: Municipal Sports Facility Management - CU-047: Smart Digital Municipal Library - CU-059: Autonomous Environmental Noise Control - CU-060: Air Quality Monitoring Network - CU-061: Smart Municipal Vaccination System - CU-062: Historic Heritage Management with AI - … and 12 more UC