Overview
City of Kigali planning and Rwanda's digital-government record establish a credible research base, but broad smart-city labels require care. This draft separates municipal responsibilities from national connectivity and service programs.
Published city description
Kigali's municipal planning and Rwanda's digital-government programmes provide a documented base for connected urban services.
City and governance
Kigali is Rwanda's capital and municipal authority. National programs can enable city services without being operated by the city itself.
Infrastructure and data
Connectivity, digital public services, and mobility systems are relevant layers. A source-backed profile must identify the operator, geographic coverage, and current service state of each.
Planning and analytics
Geospatial analysis and network optimization can support land-use and mobility planning. This profile does not claim a particular algorithm is deployed without project evidence.
Evidence boundary
Review should add current municipal planning documents, named operating programs, data-governance terms, and measured service outcomes before publication.
Authoritative published assessment · v0.2.3
Classification · 1?
Type Score 9.58 / 100 · Autonomy Score 0.00 / 100
Research edition 2026-10-10-closed-reassessment-v1 · assessment 2026-10-10. Autonomy is unknown. The zero score is an evidence-limited lower bound, not Level A.
Eight equally weighted service domains use separate Type and Autonomy maxima. Scores and domain-count gates jointly determine the classification. Source limitations and coverage inferences remain part of this assessment.
Eight-domain decisions
| Domain | Type winner · T · coverage | Autonomy winner · A · coverage | Type / Autonomy points | Evidence and qualification |
|---|---|---|---|---|
| MOB | Kigali TAP&GO integrated fare network · 1 · Coverage: N (0.65) | Kigali TAP&GO integrated fare network · 0 · Coverage: N (0.65) | 2.70833333 / 0.00000000 | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
|
| ENG | UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored | UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored | 0.00000000 / 0.00000000 | No eligible verified entry — UNKNOWN, not absent Carried forward; original evidence not independently reverified in this pass. |
| WAT | UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored | UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored | 0.00000000 / 0.00000000 | No eligible verified entry — UNKNOWN, not absent Carried forward; original evidence not independently reverified in this pass. |
| BLD | UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored | UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored | 0.00000000 / 0.00000000 | No eligible verified entry — UNKNOWN, not absent Carried forward; original evidence not independently reverified in this pass. |
| SAF | UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored | UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored | 0.00000000 / 0.00000000 | No eligible verified entry — UNKNOWN, not absent Carried forward; original evidence not independently reverified in this pass. |
| ENV | Rwanda Environment Management Authority air stations provide 2026 measurements at multiple Kigali districts including Gitega, Gisozi, Gacuriro, Kimihurura, Kiyovu and Rebero. · 1 · Coverage: N (0.65) | Rwanda Environment Management Authority air stations provide 2026 measurements at multiple Kigali districts including Gitega, Gisozi, Gacuriro, Kimihurura, Kiyovu and Rebero. · 0 · Coverage: N (0.65) | 2.70833333 / 0.00000000 | Rwanda Environment Management Authority air stations provide 2026 measurements at multiple Kigali districts including Gitega, Gisozi, Gacuriro, Kimihurura, Kiyovu and Rebero. National dataset filtered to in-Kigali locations, not whole-country coverage; no automatic remedial action.
|
| GOV | National Irembo online city-resident service transactions · 1 · Coverage: W (1) | National Irembo online city-resident service transactions · 0 · Coverage: W (1) | 4.16666667 / 0.00000000 | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
|
| HLT | UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored | UNKNOWN — No eligible verified entry — UNKNOWN, not absent · ? · Coverage: Unknown — not scored | 0.00000000 / 0.00000000 | No eligible verified entry — UNKNOWN, not absent Carried forward; original evidence not independently reverified in this pass. |
Eligible domain counts: T1+ 3; T2+ 0; T3 0; A1+ 0; A2+ 0; A3 0.
Smart technology inventory
Current winners and documented deployment evidence are reconciled below. Earlier screening records labeled Unclear do not establish deployment and do not contribute to scores.
| Technology / catalog reference | Domain | Status · coverage | Evidence and limitations |
|---|---|---|---|
| Kigali TAP&GO integrated fare networkSCD-TP-001 | MOB | Deployed / operational · N | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. Review: OPERATING — score-eligible candidate Recorded operating deployment · Best-evidence inference / additional verification required · Historical evidence carried forward
|
| Rwanda Environment Management Authority air stations provide 2026 measurements at multiple Kigali districts including Gitega, Gisozi, Gacuriro, Kimihurura, Kiyovu and Rebero.SCD-TP-045 | ENV | Deployed / operational · N | Rwanda Environment Management Authority air stations provide 2026 measurements at multiple Kigali districts including Gitega, Gisozi, Gacuriro, Kimihurura, Kiyovu and Rebero. National dataset filtered to in-Kigali locations, not whole-country coverage; no automatic remedial action. National dataset filtered to in-Kigali locations, not whole-country coverage; no automatic remedial action. Review: RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE Recorded operating deployment
|
| National Irembo online city-resident service transactionsSCD-TP-051 | GOV | Deployed / operational · W | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. Review: OPERATING — score-eligible candidate Recorded operating deployment · Best-evidence inference / additional verification required · Historical evidence carried forward
|
| Planned Kigali urban medical drone delivery expansionSCD-TP-044 | SAF | Unclear · P | Project only g0; note TP044 is emergency drone analogy, medical delivery not an emergency drone Review: PLANNED, NOT OPERATING KIGALI URBAN Unverified, excluded, pilot, or unclear technology — not an established scoring deployment
|
| Cross-agency IremboGov government transaction platformSCD-TP-061 | GOV | Deployed / operational · W | Review: OPERATING — score-eligible candidate Recorded operating deployment
|
| Rwandan health provider electronic medical recordSCD-TP-064 | HLT | Unclear · N | Review: EVIDENCE INCOMPLETE Unverified, excluded, pilot, or unclear technology — not an established scoring deployment
|
68-pattern research audit · unknown does not mean absent
Original stage labels are preserved. Unverified patterns are research audit entries, not deployments.
[
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-001",
"Scoring_domain": "MOB",
"Technology_pattern": "Connected smartcard fare validators",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "OPERATING — score-eligible candidate",
"Documented_technology_or_lead": "Kigali TAP&GO integrated fare network",
"Technology_deployment_status": "operating",
"In_city_coverage": "2026 operating Kigali buses and contactless validator network",
"Coverage_scale": "N",
"Scale_coefficient": "0.65",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-047",
"Original_URLs": "https://www.acgroup.rw/",
"Qualification_and_gaps": ""
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-002",
"Scoring_domain": "MOB",
"Technology_pattern": "Biometric Metro fare access",
"Catalog_T_reference": "2",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-003",
"Scoring_domain": "MOB",
"Technology_pattern": "Connected transit vehicle location telemetry",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-004",
"Scoring_domain": "MOB",
"Technology_pattern": "AI transit-dispatch recommendations",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-005",
"Scoring_domain": "MOB",
"Technology_pattern": "Adaptive network traffic-signal optimization",
"Catalog_T_reference": "2",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-006",
"Scoring_domain": "MOB",
"Technology_pattern": "Fixed-rule bus transit-signal priority",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-007",
"Scoring_domain": "MOB",
"Technology_pattern": "Fully automatic driverless metro operation",
"Catalog_T_reference": "2",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-008",
"Scoring_domain": "MOB",
"Technology_pattern": "Autonomous ground delivery robots",
"Catalog_T_reference": "3",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-009",
"Scoring_domain": "MOB",
"Technology_pattern": "Robotaxi autonomous road service",
"Catalog_T_reference": "3",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-010",
"Scoring_domain": "MOB",
"Technology_pattern": "Connected parking occupancy guidance",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-011",
"Scoring_domain": "MOB",
"Technology_pattern": "Predictive municipal fleet maintenance",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-012",
"Scoring_domain": "MOB",
"Technology_pattern": "Congestion forecasting and advisory dashboard",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-013",
"Scoring_domain": "ENG",
"Technology_pattern": "Electricity advanced metering infrastructure",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-014",
"Scoring_domain": "ENG",
"Technology_pattern": "Grid SCADA monitoring and alarm center",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-015",
"Scoring_domain": "ENG",
"Technology_pattern": "Fixed-protection automatic feeder reclosers",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-016",
"Scoring_domain": "ENG",
"Technology_pattern": "Self-healing distribution reconfiguration (FLISR)",
"Catalog_T_reference": "2",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-017",
"Scoring_domain": "ENG",
"Technology_pattern": "AI short-term load forecasting advisory",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-018",
"Scoring_domain": "ENG",
"Technology_pattern": "Autonomous DER portfolio dispatch",
"Catalog_T_reference": "2",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-019",
"Scoring_domain": "ENG",
"Technology_pattern": "Preset microgrid islanding protection",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-020",
"Scoring_domain": "ENG",
"Technology_pattern": "Goal-directed microgrid energy optimizer",
"Catalog_T_reference": "3",
"Catalog_A_reference": "3",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-021",
"Scoring_domain": "ENG",
"Technology_pattern": "Fixed-rule automated demand response",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-022",
"Scoring_domain": "WAT",
"Technology_pattern": "Connected household smart water meters",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-023",
"Scoring_domain": "WAT",
"Technology_pattern": "Acoustic water network leakage telemetry",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-024",
"Scoring_domain": "WAT",
"Technology_pattern": "AI leak localization with human dispatch",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-025",
"Scoring_domain": "WAT",
"Technology_pattern": "Conventional pumping/pressure SCADA control",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-026",
"Scoring_domain": "WAT",
"Technology_pattern": "Autonomous network pressure optimization",
"Catalog_T_reference": "2",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-027",
"Scoring_domain": "WAT",
"Technology_pattern": "Conventional automatic treatment chemical dosing",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-028",
"Scoring_domain": "WAT",
"Technology_pattern": "AI drinking-water treatment adviser",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-029",
"Scoring_domain": "WAT",
"Technology_pattern": "Autonomous wastewater process optimization",
"Catalog_T_reference": "2",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-030",
"Scoring_domain": "BLD",
"Technology_pattern": "Fixed schedule municipal streetlights",
"Catalog_T_reference": "0",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-031",
"Scoring_domain": "BLD",
"Technology_pattern": "Connected streetlight fault monitoring",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-032",
"Scoring_domain": "BLD",
"Technology_pattern": "Ambient-sensor streetlight dimming",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-033",
"Scoring_domain": "BLD",
"Technology_pattern": "Adaptive urban lighting strategy optimizer",
"Catalog_T_reference": "2",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-034",
"Scoring_domain": "BLD",
"Technology_pattern": "Connected conventional building management systems",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-035",
"Scoring_domain": "BLD",
"Technology_pattern": "AI building energy management adviser",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-036",
"Scoring_domain": "BLD",
"Technology_pattern": "District-scale autonomous HVAC optimizer",
"Catalog_T_reference": "2",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-037",
"Scoring_domain": "BLD",
"Technology_pattern": "Bridge/structural health IoT monitoring",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-038",
"Scoring_domain": "SAF",
"Technology_pattern": "Police facial-watchlist identification alerts",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-039",
"Scoring_domain": "SAF",
"Technology_pattern": "Integrated situational-awareness camera feeds",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-040",
"Scoring_domain": "SAF",
"Technology_pattern": "AI acoustic gunshot classification alerts",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-041",
"Scoring_domain": "SAF",
"Technology_pattern": "Predictive flood warning decision support",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-042",
"Scoring_domain": "SAF",
"Technology_pattern": "AI emergency resource dispatch recommendations",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-043",
"Scoring_domain": "SAF",
"Technology_pattern": "Autonomous flood barrier and sluice coordination",
"Catalog_T_reference": "2",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-044",
"Scoring_domain": "SAF",
"Technology_pattern": "Autonomous emergency inspection drones",
"Catalog_T_reference": "3",
"Catalog_A_reference": "2",
"Review_status": "PLANNED, NOT OPERATING KIGALI URBAN",
"Documented_technology_or_lead": "Planned Kigali urban medical drone delivery expansion",
"Technology_deployment_status": "planned, not operating Kigali urban",
"In_city_coverage": "Rwanda Zipline outside Kigali operating; city expansion announcement future",
"Coverage_scale": "P",
"Scale_coefficient": "0.15",
"City_score_g": "0",
"Assessed_T": "3",
"Assessed_A": "2",
"Source_IDs": "SRC-049",
"Original_URLs": "https://www.zipline.com/newsroom/rwanda-expands-with-zipline-to-become-first-country-in-the-world-with-nationwide-autonomous-delivery-including-africa-s-first-urban-drone-delivery-network",
"Qualification_and_gaps": "Project only g0; note TP044 is emergency drone analogy, medical delivery not an emergency drone"
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-045",
"Scoring_domain": "ENV",
"Technology_pattern": "Continuous municipal air-quality sensor network",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE",
"Documented_technology_or_lead": "Rwanda Environment Management Authority air stations provide 2026 measurements at multiple Kigali districts including Gitega, Gisozi, Gacuriro, Kimihurura, Kiyovu and Rebero.",
"Technology_deployment_status": "operating_best_evidence",
"In_city_coverage": "Unknown",
"Coverage_scale": "N",
"Scale_coefficient": "0.65",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "",
"Original_URLs": "https://aq.rema.gov.rw/displaydb/map_data",
"Qualification_and_gaps": "National dataset filtered to in-Kigali locations, not whole-country coverage; no automatic remedial action."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-046",
"Scoring_domain": "ENV",
"Technology_pattern": "Connected urban noise monitoring",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-047",
"Scoring_domain": "ENV",
"Technology_pattern": "Smart-bin waste-fill telemetry",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-048",
"Scoring_domain": "ENV",
"Technology_pattern": "Timed pneumatic municipal waste collection",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-049",
"Scoring_domain": "ENV",
"Technology_pattern": "Autonomous robotic waste sorting",
"Catalog_T_reference": "3",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-050",
"Scoring_domain": "ENV",
"Technology_pattern": "AI waste-fleet route planning advisory",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-051",
"Scoring_domain": "GOV",
"Technology_pattern": "Online municipal service transaction portal",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "OPERATING — score-eligible candidate",
"Documented_technology_or_lead": "National Irembo online city-resident service transactions",
"Technology_deployment_status": "operating",
"In_city_coverage": "248 operating services national including Kigali residents, cross-agency platform live",
"Coverage_scale": "W",
"Scale_coefficient": "1",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-046",
"Original_URLs": "https://irembo.com/2025/07/irembogov-scaling-adoption-and-delivering-a-better-experience-for-civil-status-services/",
"Qualification_and_gaps": ""
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-052",
"Scoring_domain": "GOV",
"Technology_pattern": "Generative-AI city information chatbot",
"Catalog_T_reference": "2",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-053",
"Scoring_domain": "GOV",
"Technology_pattern": "AI citizen-case prioritization adviser",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-054",
"Scoring_domain": "GOV",
"Technology_pattern": "Urban digital twin for planning decisions",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-055",
"Scoring_domain": "GOV",
"Technology_pattern": "AI-supported municipal procurement risk review",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-056",
"Scoring_domain": "HLT",
"Technology_pattern": "Connected remote patient monitoring",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-057",
"Scoring_domain": "HLT",
"Technology_pattern": "Connected ambulance location and status",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-058",
"Scoring_domain": "HLT",
"Technology_pattern": "AI clinical decision-support recommender",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-059",
"Scoring_domain": "HLT",
"Technology_pattern": "Fixed-rule automated medication dispensing",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-060",
"Scoring_domain": "HLT",
"Technology_pattern": "Autonomous hospital logistics robot fleet",
"Catalog_T_reference": "3",
"Catalog_A_reference": "2",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-061",
"Scoring_domain": "GOV",
"Technology_pattern": "Unified government-service portal with cross-agency transactions",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "OPERATING — score-eligible candidate",
"Documented_technology_or_lead": "Cross-agency IremboGov government transaction platform",
"Technology_deployment_status": "operating",
"In_city_coverage": "248 operating services across nearly 40 agencies, Kigali resident reach plausible",
"Coverage_scale": "W",
"Scale_coefficient": "1",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-046",
"Original_URLs": "https://irembo.com/2025/07/irembogov-scaling-adoption-and-delivering-a-better-experience-for-civil-status-services/",
"Qualification_and_gaps": ""
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-062",
"Scoring_domain": "GOV",
"Technology_pattern": "Integrated digital identity and government data exchange",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-063",
"Scoring_domain": "GOV",
"Technology_pattern": "AI-assisted government eligibility and case assessment",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-064",
"Scoring_domain": "HLT",
"Technology_pattern": "Integrated electronic health records and patient-service platform",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "EVIDENCE INCOMPLETE",
"Documented_technology_or_lead": "Rwandan health provider electronic medical record",
"Technology_deployment_status": "evidence incomplete",
"In_city_coverage": "National records, cannot attribute actual Kigali facility penetration",
"Coverage_scale": "N",
"Scale_coefficient": "0.65",
"City_score_g": "0",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-048",
"Original_URLs": "https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10989462/",
"Qualification_and_gaps": ""
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-065",
"Scoring_domain": "HLT",
"Technology_pattern": "AI clinical triage with clinician approval",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-066",
"Scoring_domain": "GOV",
"Technology_pattern": "Citywide school learning and administration platform",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-067",
"Scoring_domain": "GOV",
"Technology_pattern": "AI-assisted personalized education and teacher decision support",
"Catalog_T_reference": "2",
"Catalog_A_reference": "1",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
},
{
"City": "Kigali",
"Pattern_ID": "SCD-TP-068",
"Scoring_domain": "GOV",
"Technology_pattern": "Integrated cognitive city digital twin / cross-domain autonomous city operations",
"Catalog_T_reference": "3",
"Catalog_A_reference": "3",
"Review_status": "NOT VERIFIED IN REVIEWED CORPUS",
"Documented_technology_or_lead": "No city-specific qualifying deployment established for this exact configuration by this scoped review.",
"Technology_deployment_status": "unverified",
"In_city_coverage": "Unknown",
"Coverage_scale": "",
"Scale_coefficient": "",
"City_score_g": "0",
"Assessed_T": "",
"Assessed_A": "",
"Source_IDs": "",
"Original_URLs": "",
"Qualification_and_gaps": "Unknown, not absent. Follow-up primary/technical/operational verification required. 68-pattern crosswalk completed; not 68 dedicated web searches."
}
]Sources and evidence
Each canonical publication URL appears once in this group. Reference aliases and research stages do not count as independent corroboration.
- AC Mobility (Kigali transit platform operator) ↗
Tap&Go operational Kigali bus validators and transit network, 2026
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-047 · original08 · examined
- PRIOR-SRC-047 · reassessment15 · historical_register_only_not_reopened
- REMA ↗
multiple Kigali real-time air quality stations
Original source examined in the recorded research stage
Evidence IDs, provenance and review states (1)
- NEW-029 · reassessment15 · examined_original
- Irembo (platform operator) ↗
248 services / nearly 40 institutions; Rwanda national service, Kigali inhabitants eligible
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-046 · original08 · examined
- PRIOR-SRC-046 · reassessment15 · historical_register_only_not_reopened
- Zipline ↗
Planned new Kigali urban expansion in 2026, existing rural Rwanda service separate
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-049 · original08 · examined
- PRIOR-SRC-049 · reassessment15 · historical_register_only_not_reopened
- Rwanda Health Informatics ↗
National EMR coverage; in-Kigali provider cohort and denominators needed
Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-048 · original08 · not examined
- PRIOR-SRC-048 · reassessment15 · historical_register_only_not_reopened
Kigali research report
Kigali is classified 1? with Type Score 9.58 and Autonomy Score 0.00, under v0.2.3. The eight-domain decisions, deployment inventory and source review states above form this edition's reproducible assessment.
Limitations
- MOB: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
- ENV: Rwanda Environment Management Authority air stations provide 2026 measurements at multiple Kigali districts including Gitega, Gisozi, Gacuriro, Kimihurura, Kiyovu and Rebero. National dataset filtered to in-Kigali locations, not whole-country coverage; no automatic remedial action.
- GOV: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
Supplied research report archive · original wording preserved
# SCD — Original Seven Cities: Closed Best-Evidence Reassessment **Research edition:** 2026-10-10 · **Methodology:** v0.2.3 (frozen) · **Publication:** NOT authorized ## Scope and conclusion Seven operating cities were re-audited against the approved 68-pattern catalog and 21-descriptor taxonomy, with quantitative scores calculated exclusively from eight equally weighted service domains. This is a bounded supplementary audit of prior SCD research, **not** an examination of the full Sites source corpus. Results are final for this dated research edition, revisable in a new edition. No Sites import/export or publication has been executed. ## Seven updated research decisions | City | Prior score / label | New Type score | New Autonomy score | New label | |---|---|---:|---:|---| | Singapore | 25.00 / 12.50 (2B) | **31.88** | **12.50** | **2B** | | Moscow | 19.17 / 9.58 (2B) | **37.29** | **17.92** | **2B** | | New York City | 28.75 / 5.42 (2B) | **35.63** | **10.83** | **2B** | | Barcelona | 16.25 / 8.13 (2B) | **20.42** | **8.13** | **2B** | | Cape Town | 6.88 / 0.00 (1?) | **15.21** | **0.00** | **1?** | | New Haven | 6.88 / 0.00 (1?) | **9.58** | **2.71** | **1B** | | Kigali | 6.88 / 0.00 (1?) | **9.58** | **0.00** | **1?** | ### Scores are not rankings across Type/Autonomy axes A large numerical Type score is not sufficient for Type 3 unless **three independently qualifying T=3 domains** are documented. A large Autonomy score does not yield Level C without independently choosing/acting in **two material distinct service domains**. Scores display two decimals, archive at eight; the 21 descriptors do not create 21 weights. No documented Level A is asserted from a zero autonomy evidence contribution. ## Material updates and justification by city ### Singapore — 2B Type 31.88, Autonomy 12.50; historic 25.00/12.50. - **ENG:** EMA EMS II operating real-time forecasting and dispatch; AGC is fixed regulatory loop, not independently verified Level C. ENG human-decision support Level B retained. [Primary/source](https://www.ema.gov.sg/news-events/news/media-releases/2024/future-proofing-ema-energy-management-system-for-a-sustainable-future). *Limit:* Correction of former conditional 2C Autonomy scenario; no C energy. - **WAT:** PUB national network 1500 permanent acoustic leak sensors and some 300000 smart meters; no verified independent decision selection. [Primary/source](https://www.pub.gov.sg/Resources/News-Room/PressReleases/2025/02/Keeping-Singapore-potable-water-pipe-network-in-good-order). *Limit:* Both WAT technologies aggregate in same domain. Type1, no B for fixed alerts. - **ENV:** NEA continuously measures air pollution in all five reporting regions. [Primary/source](https://www.nea.gov.sg/our-services/pollution-control). *Limit:* Continuous sensing, no independent operational decision. - **Why not 2C:** Although AGC executes routine fast adjustments, evidence does not substantiate adaptive choice beyond conventional feedback control for energy; a second independent Level C domain was not certified. The previously reported conditional 2C is retained only in historic test cases. ### Moscow — 2B Type 37.29, Autonomy 17.92; historic 19.17/9.58. - **ENG:** MOEK monitoring of almost 8000 heating substations and data-based detection of hidden network leaks (algorithm in use since 2020); no automatic independent heat-dispatch action shown. [Primary/source](https://www.moek.ru/press/news/2026/03/1236/). *Limit:* Energy Type2 forecasting/anomaly detection in broad city service; Level B human response. Non-catalog district heat anomaly algorithm is GAP-001. - **WAT:** Mosvodokanal reports >13,000km city water pipes with 23 regulating points and automated 24/7 control supervised by experts. [Primary/source](https://mosvodokanal.ru/press/news/16923). *Limit:* Operator 2026 release observed in search excerpt; original page could not be reopened; Type1 best-evidence inference. - **SAF:** 2025 metropolitan police official reports over 270000 connected city CCTV feeds; Sfera facial recognition/alerts operative; police retain authority. [Primary/source](https://www.mskagency.ru/materials/3466703). *Limit:* Extent of AI on all cameras not established; material system inference corroborated by metro video analytics. Privacy and civil-rights concerns must be covered in narrative. - **Why not 2C:** Documented mobility automation is substantial, but district-heating leak analytics and police facial alerts ultimately inform human operators; water pressure SCADA has no verified contextual autonomous action-selection. - **Governance caution:** Scoring surveillance as technical evidence does not endorse Moscow’s surveillance practices, legality, or civil-rights consequences. ### New York City — 2B Type 35.63, Autonomy 10.83; historic 28.75/5.42. - **MOB:** Port Authority operates automated AirTrain JFK serving Queens subway/LIRR access and airport; >24m riders per year per 2025 agenda. [Primary/source](https://www.panynj.gov/content/dam/corporate/board-meeting-pdfs/Public%20Agenda%20%284-24-25%29.pdf). *Limit:* Operational driverless people mover treated equivalent to operating automated transit; functional service N, not airport site-only. - **ENV:** NYC Department of Health / DEP operate city community air-survey network with 85 air-quality monitors across five boroughs. [Primary/source](https://www.nyc.gov/site/dep/news/022825/testimony-rohit-t-aggarwala-chief-climate-officer-commissioner-nyc-dep-before-new-york). *Limit:* Measurements and public reporting, not autonomous environmental operations. - **Why not 2C:** AirTrain is one substantial Mobility C domain; the utility and environment sources do not verify qualifying independent decisions in a second domain. ### Barcelona — 2B Type 20.42, Autonomy 8.13; historic 16.25/8.13. - **WAT:** Aigües de Barcelona 2025 operating report records remote meter reading for 89% of metropolitan customer meter base; operator webpage records 81% within Barcelona municipality at June 2024. [Primary/source](https://aiguesdebarcelona.cat/documents/42802/481302/AB_MemoriaExplotacio_2025_ES.pdf/f1a51ea8-4762-fe3b-c624-f261d752dfe5). *Limit:* City and metropolitan denominators explicitly distinguished. Twin prototypes excluded from city Type2 without production proof. - **Why not 2C:** Driverless rail is Mobility C; advanced municipal water metering by itself is sensing/control, and water digital twins cited as prototypes are excluded. ### Cape Town — 1? Type 15.21, Autonomy 0.00; historic 6.88/0.00. - **WAT:** City progress report states 170 pressure management zones covering 68% of municipal water network by June 2021, with remotely/automatically controlled zones. [Primary/source](https://resource.capetown.gov.za/documentcentre/Documents/City%20research%20reports%20and%20review/Mayco_EMT_Progress_Report_to_Residents.pdf). *Limit:* 2026 continued reach inferred from historical operating system; primary PDF indexed but fetch timed out. No Level C credit for pressure regulation. - **ENV:** City 2025 environmental health report confirms 14 fixed air monitoring stations; official Western Cape monitoring review corroborates regular data. [Primary/source](https://www.capetown.gov.za/Media-and-news/World%20Environmental%20Health%20Day%20City%20rallies%20support%20for%20even%20cleaner%20air). *Limit:* City webpage direct fetch 404; excerpt + Western Cape indexed report, no autonomy. - **Why not 2 or B:** Strong network sensing spans Water and Environment, but neither provides a verified operating Type 2 cognitive system or actionable advisory/decision delegation at material scale in current evidence. The explicit autonomy status remains **?**, not A. ### New Haven — 1B Type 9.58, Autonomy 2.71; historic 6.88/0.00. - **HLT:** Yale New Haven Health eCART AI clinical deterioration prediction operational since January 2024 in seven hospitals including principal in-city hospital; human staff make treatment decisions. [Primary/source](https://www.ynhhs.org/news/yale-new-haven-health-study-finds-wide-variation-in-performance-of-hospital-early-warning-systems). *Limit:* Regional hospital system provides substantial real patient care in New Haven; count N service reach not outside-city facilities. - **Why 1B rather than 2B:** Clinical predictive AI makes HLT Type2 and B, but a second material Type2 service domain is unverified and the Type score is below 10. Healthcare providers operate independently of city government but deliver material in-city services. ### Kigali — 1? Type 9.58, Autonomy 0.00; historic 6.88/0.00. - **ENV:** Rwanda Environment Management Authority air stations provide 2026 measurements at multiple Kigali districts including Gitega, Gisozi, Gacuriro, Kimihurura, Kiyovu and Rebero. [Primary/source](https://aq.rema.gov.rw/displaydb/map_data). *Limit:* National dataset filtered to in-Kigali locations, not whole-country coverage; no automatic remedial action. - **Why 1?:** Air-quality network monitoring and e-government/mobility systems support Type1; Irembo digitization does not in itself establish Level B autonomy. WASAC prepaid tap installation was labeled a pilot and cannot elevate the WAT citywide score. ## Eight-domain decision matrix (one winner per domain) | City | MOB T/A | ENG T/A | WAT T/A | BLD T/A | SAF T/A | ENV T/A | GOV T/A | HLT T/A | |---|---|---|---|---|---|---|---|---| | Singapore | 8.33 / 8.33 | 8.33 / 4.17 | 2.71 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 4.17 / 0.00 | 4.17 / 0.00 | 4.17 / 0.00 | | Moscow | 8.13 / 5.42 | 8.33 / 4.17 | 4.17 / 0.00 | 0.00 / 0.00 | 8.33 / 4.17 | 0.00 / 0.00 | 0.00 / 0.00 | 8.33 / 4.17 | | New York City | 5.42 / 5.42 | 4.17 / 0.00 | 4.17 / 0.00 | 5.42 / 2.71 | 5.42 / 2.71 | 4.17 / 0.00 | 4.17 / 0.00 | 2.71 / 0.00 | | Barcelona | 5.42 / 5.42 | 0.00 / 0.00 | 4.17 / 0.00 | 2.71 / 0.00 | 0.00 / 0.00 | 2.71 / 0.00 | 5.42 / 2.71 | 0.00 / 0.00 | | Cape Town | 2.71 / 0.00 | 0.00 / 0.00 | 4.17 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 4.17 / 0.00 | 4.17 / 0.00 | 0.00 / 0.00 | | New Haven | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 4.17 / 0.00 | 5.42 / 2.71 | | Kigali | 2.71 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 0.00 / 0.00 | 2.71 / 0.00 | 4.17 / 0.00 | 0.00 / 0.00 | These are **score contributions**, not raw T/A coefficients. Refer to domain-decision CSV for raw T/A, coverage c and pattern IDs. ## Fourteen operating-city consolidated scorecard | City | Type | Autonomy | Classification | Edition | |---|---:|---:|---|---| | Moscow | 37.29 | 17.92 | 2B | 2026-10-10-closed-reassessment-v1 | | New York City | 35.63 | 10.83 | 2B | 2026-10-10-closed-reassessment-v1 | | Singapore | 31.88 | 12.50 | 2B | 2026-10-10-closed-reassessment-v1 | | Dubai | 26.25 | 16.46 | 2C | 2026-10-10-final-best-evidence-v1 | | Helsinki | 23.54 | 8.33 | 2B | 2026-10-10-final-best-evidence-v1 | | London | 22.08 | 12.50 | 2B | 2026-10-10-final-best-evidence-v1 | | Barcelona | 20.42 | 8.13 | 2B | 2026-10-10-closed-reassessment-v1 | | Seoul | 19.17 | 12.29 | 2B | 2026-10-10-final-best-evidence-v1 | | Shanghai | 17.92 | 11.04 | 2B | 2026-10-10-final-best-evidence-v1 | | Cape Town | 15.21 | 0.00 | 1? | 2026-10-10-closed-reassessment-v1 | | Tokyo | 13.75 | 9.58 | 2B | 2026-10-10-final-best-evidence-v1 | | Amsterdam | 13.54 | 5.42 | 2B | 2026-10-10-final-best-evidence-v1 | | Kigali | 9.58 | 0.00 | 1? | 2026-10-10-closed-reassessment-v1 | | New Haven | 9.58 | 2.71 | 1B | 2026-10-10-closed-reassessment-v1 | **NEOM / The Line:** `3D*` remains **planned aspirational reference**, without operating scores, and is intentionally not included as a fifteenth operating city. ## Scope, independent research and source accounting The original 68-pattern register and 2026-10-10 research decision matrices were used as an initial corpus. A targeted new public-source search examined the overlooked Water, Energy, Safety, Environment, Transit and Healthcare cases. Full SCD Admin URL exports were **not provided**; the registered number of sources is not a count of all discoverable internet documents. | City | Distinct URL registered | Opened originals now | Search excerpts only | Attempted inaccessible | Carried old register | Accepted now | Rejected now | Distinct publishers | |---|---:|---:|---:|---:|---:|---:|---:|---:| | Singapore | 14 | 4 | 1 | 0 | 10 | 4 | 1 | 10 | | Moscow | 14 | 2 | 3 | 0 | 10 | 4 | 1 | 14 | | New York City | 13 | 3 | 1 | 0 | 9 | 3 | 1 | 10 | | Barcelona | 10 | 3 | 2 | 0 | 6 | 3 | 2 | 8 | | Cape Town | 10 | 0 | 1 | 4 | 5 | 3 | 2 | 3 | | New Haven | 8 | 2 | 1 | 1 | 5 | 2 | 1 | 3 | | Kigali | 8 | 2 | 2 | 0 | 4 | 1 | 1 | 7 | **Terminology:** `examined_original` means the original page or PDF was opened in this pass. `search_excerpt_only` is not original examination. `inaccessible_attempted_search_excerpt` means original opening was attempted unsuccessfully, but search excerpts could still inform a *caveated best-evidence inference*. `historical_register_only_not_reopened` is older research, not new examination. Prior review states and duplicate URLs are preserved in the source register; publisher counts refer to the registered source corpus, not validated independence of each claim. ## Excluded or limited evidence - Singapore national VPP sandbox is a pilot, not operating-scale independent grid energy dispatch. - Moscow electric AI optimizer developed at MIPT is a research announcement, not validated municipal operating service. - New York City distribution-protection and remote shutdown do not automatically establish adaptive autonomous grid reconfiguration. - Barcelona digital twin prototypes and RESSONA implementation projects are not promoted to automatic water operation without evidence. - Cape Town full future smart-meter rollout is not counted as already installed; 2018–2021 pressure-network counts carry a present-operation assumption. - New Haven planned signals and proposed AI innovation projects do not earn operating credit. - Kigali WASAC 200-tap prepaid pilot is not counted as citywide utility Level C. ## Closing and editorial policy This dated best-evidence edition is closed for research purposes. New evidence can trigger a new version with changes explained in a score-delta log. Neither these results nor the accompanying 14-city table are proof that the operator production site has adopted them, and **no production publication package has been authorized**. Store both raw numeric scores, per-domain evidence and the historical version.
Technology record
Kigali TAP&GO integrated fare networkRwanda Environment Management Authority air stations provide 2026 measurements at multiple Kigali districts including Gitega, Gisozi, Gacuriro, Kimihurura, Kiyovu and Rebero.National Irembo online city-resident service transactionsCross-agency IremboGov government transaction platform
Related city profiles
Sources (10)
- 01City of Kigali ↗
- 02City of Kigali — Integrated Development Strategy ↗
- 03City of Kigali — Master Plan 2050 ↗
- 04City of Kigali — current master plan service ↗
- 05Rwanda Ministry of ICT — Smart City Master Plan ↗
- 06AC Mobility (Kigali transit platform operator) · PRIOR-SRC-047 (historical_register_only_not_reopened) ↗
- 07REMA · NEW-029 (examined_original) ↗
- 08Irembo (platform operator) · PRIOR-SRC-046 (historical_register_only_not_reopened) ↗
- 09Zipline · PRIOR-SRC-049 (historical_register_only_not_reopened) ↗
- 10Rwanda Health Informatics · PRIOR-SRC-048 (historical_register_only_not_reopened) ↗
How SCD classifies cities
Review the classification methodology, see the calculation method, or classify a city.