Overview
The City of Cape Town publishes municipal and geospatial datasets through an official portal. The Atlas treats this as enabling infrastructure: useful for transparency and analysis, but not evidence that every service is digitally integrated.
Published city description
Cape Town provides an official open-data portal supporting transparent access to municipal and spatial information.
City and status
Cape Town is an established metropolitan municipality. Its portal is a continuing public-data service rather than a single smart-city project.
Data infrastructure
Published datasets can support planning, mapping, infrastructure, and service research. Metadata, licensing, completeness, and update dates determine appropriate use.
Analytics and equity
Geospatial and time-series methods can reveal service patterns, but missing or unevenly collected data can reproduce blind spots. Local context and human review remain necessary.
Evidence boundary
Publication review should document current portal access, high-value datasets, refresh dates, and examples where published data changed a municipal or public decision.
Authoritative published assessment · v0.2.3
Classification · 1?
Type Score 15.21 / 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 | MyCiTi myconnect card payment system · 1 · Coverage: N (0.65) | MyCiTi myconnect card payment system · 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 | City progress report states 170 pressure management zones covering 68% of municipal water network by June 2021, with remotely/automatically controlled zones. · 1 · Coverage: W (1) | City progress report states 170 pressure management zones covering 68% of municipal water network by June 2021, with remotely/automatically controlled zones. · 0 · Coverage: W (1) | 4.16666667 / 0.00000000 | City progress report states 170 pressure management zones covering 68% of municipal water network by June 2021, with remotely/automatically controlled zones. 2026 continued reach inferred from historical operating system; primary PDF indexed but fetch timed out. No Level C credit for pressure regulation.
|
| 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 | City 2025 environmental health report confirms 14 fixed air monitoring stations; official Western Cape monitoring review corroborates regular data. · 1 · Coverage: W (1) | City 2025 environmental health report confirms 14 fixed air monitoring stations; official Western Cape monitoring review corroborates regular data. · 0 · Coverage: W (1) | 4.16666667 / 0.00000000 | City 2025 environmental health report confirms 14 fixed air monitoring stations; official Western Cape monitoring review corroborates regular data. City webpage direct fetch 404; excerpt + Western Cape indexed report, no autonomy.
|
| GOV | Municipal digital e-services and fault portal · 1 · Coverage: W (1) | Municipal digital e-services and fault portal · 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+ 4; 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 |
|---|---|---|---|
| MyCiTi myconnect card payment systemSCD-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
|
| City progress report states 170 pressure management zones covering 68% of municipal water network by June 2021, with remotely/automatically controlled zones.SCD-TP-025 | WAT | Deployed / operational · W | City progress report states 170 pressure management zones covering 68% of municipal water network by June 2021, with remotely/automatically controlled zones. 2026 continued reach inferred from historical operating system; primary PDF indexed but fetch timed out. No Level C credit for pressure regulation. 2026 continued reach inferred from historical operating system; primary PDF indexed but fetch timed out. No Level C credit for pressure regulation. Review: RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE Recorded operating deployment · Historical evidence carried forward
|
| City 2025 environmental health report confirms 14 fixed air monitoring stations; official Western Cape monitoring review corroborates regular data.SCD-TP-045 | ENV | Deployed / operational · W | City 2025 environmental health report confirms 14 fixed air monitoring stations; official Western Cape monitoring review corroborates regular data. City webpage direct fetch 404; excerpt + Western Cape indexed report, no autonomy. City webpage direct fetch 404; excerpt + Western Cape indexed report, no autonomy. Review: RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE Recorded operating deployment · Best-evidence inference / additional verification required
|
| Municipal digital e-services and fault portalSCD-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
|
| Meter modernization expansionSCD-TP-022 | WAT | Unclear · D | Review: PLANNED / IMPLEMENTATION NOT VERIFIED Unverified, excluded, pilot, or unclear technology — not an established scoring deployment
|
| Cross-service e-services identity/transactionsSCD-TP-061 | GOV | Deployed / operational · W | Review: OPERATING — score-eligible candidate Recorded operating deployment
|
| Shared electronic medical record across clinicsSCD-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": "Cape Town",
"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": "MyCiTi myconnect card payment system",
"Technology_deployment_status": "operating",
"In_city_coverage": "Public bus rapid transit fare network; operating in 2026",
"Coverage_scale": "N",
"Scale_coefficient": "0.65",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-036",
"Original_URLs": "https://www.myciti.org.za/en/myconnect-fares/use-your-myconnect-card/",
"Qualification_and_gaps": ""
},
{
"City": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "PLANNED / IMPLEMENTATION NOT VERIFIED",
"Documented_technology_or_lead": "Meter modernization expansion",
"Technology_deployment_status": "planned / implementation not verified",
"In_city_coverage": "Installation plan not proof of operating 83k meters",
"Coverage_scale": "D",
"Scale_coefficient": "0.35",
"City_score_g": "0",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-039",
"Original_URLs": "https://www.capetown.gov.za/media-and-news/",
"Qualification_and_gaps": ""
},
{
"City": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE",
"Documented_technology_or_lead": "City progress report states 170 pressure management zones covering 68% of municipal water network by June 2021, with remotely/automatically controlled zones.",
"Technology_deployment_status": "operating_best_evidence",
"In_city_coverage": "Unknown",
"Coverage_scale": "W",
"Scale_coefficient": "1",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "",
"Original_URLs": "https://resource.capetown.gov.za/documentcentre/Documents/City%20research%20reports%20and%20review/Mayco_EMT_Progress_Report_to_Residents.pdf",
"Qualification_and_gaps": "2026 continued reach inferred from historical operating system; primary PDF indexed but fetch timed out. No Level C credit for pressure regulation."
},
{
"City": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"Pattern_ID": "SCD-TP-044",
"Scoring_domain": "SAF",
"Technology_pattern": "Autonomous emergency inspection drones",
"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": "Cape Town",
"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": "City 2025 environmental health report confirms 14 fixed air monitoring stations; official Western Cape monitoring review corroborates regular data.",
"Technology_deployment_status": "operating_best_evidence",
"In_city_coverage": "Unknown",
"Coverage_scale": "W",
"Scale_coefficient": "1",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "",
"Original_URLs": "https://www.capetown.gov.za/Media-and-news/World%20Environmental%20Health%20Day%20City%20rallies%20support%20for%20even%20cleaner%20air",
"Qualification_and_gaps": "City webpage direct fetch 404; excerpt + Western Cape indexed report, no autonomy."
},
{
"City": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Municipal digital e-services and fault portal",
"Technology_deployment_status": "operating",
"In_city_coverage": "Multiple city agency functions public-facing active",
"Coverage_scale": "W",
"Scale_coefficient": "1",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-037",
"Original_URLs": "https://www.capetown.gov.za/city-connect/register/eservices-and-municipal-accounts/register-for-e-services/",
"Qualification_and_gaps": ""
},
{
"City": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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-service e-services identity/transactions",
"Technology_deployment_status": "operating",
"In_city_coverage": "Substantial municipal transactions and online portals, count one GOV",
"Coverage_scale": "W",
"Scale_coefficient": "1",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-037",
"Original_URLs": "https://www.capetown.gov.za/city-connect/register/eservices-and-municipal-accounts/register-for-e-services/",
"Qualification_and_gaps": ""
},
{
"City": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Shared electronic medical record across clinics",
"Technology_deployment_status": "evidence incomplete",
"In_city_coverage": "92 city clinics directory; same EHR across system not verified, appointment portal is different",
"Coverage_scale": "N",
"Scale_coefficient": "0.65",
"City_score_g": "0",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-038",
"Original_URLs": "https://www.capetown.gov.za/work-and-business/see-all-city-facilities/our-service-facilities/clinics-and-healthcare-facilities/",
"Qualification_and_gaps": ""
},
{
"City": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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": "Cape Town",
"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.
- MyCiTi / Cape Town transport ↗
Operating transit fare validators; human-defined fixed rules
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-036 · original08 · examined
- PRIOR-SRC-036 · reassessment15 · historical_register_only_not_reopened
- City of Cape Town ↗
170 zones covering 68% water system June 2021
Search-excerpt or index-only evidence · Inaccessible original source
Evidence IDs, provenance and review states (1)
- NEW-020 · reassessment15 · inaccessible_attempted_search_excerpt
- City of Cape Town ↗
14 fixed air stations reported Sept 2025
Search-excerpt or index-only evidence · Inaccessible original source
Evidence IDs, provenance and review states (1)
- NEW-021 · reassessment15 · inaccessible_attempted_search_excerpt
- City of Cape Town ↗
Operating municipal e-services, full original reviewed
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-037 · original08 · examined
- PRIOR-SRC-037 · reassessment15 · historical_register_only_not_reopened
- City of Cape Town ↗
Proposed large smart meter rollout not assumed deployed
Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-039 · original08 · not examined
- PRIOR-SRC-039 · reassessment15 · historical_register_only_not_reopened
- City of Cape Town ↗
92 clinics and online booking; no full connected cross-facility EHR proved
Search-excerpt or index-only evidence · Inaccessible original source · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-038 · original08 · index-only / inaccessible
- PRIOR-SRC-038 · reassessment15 · historical_register_only_not_reopened
Cape Town research report
Cape Town is classified 1? with Type Score 15.21 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.
- WAT: City progress report states 170 pressure management zones covering 68% of municipal water network by June 2021, with remotely/automatically controlled zones. 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. City webpage direct fetch 404; excerpt + Western Cape indexed report, no autonomy.
- 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
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Sources (16)
- 01City of Cape Town — Open Data Portal ↗
- 02City of Cape Town — online services and open data ↗
- 03City of Cape Town — online services ↗
- 04City of Cape Town — open spatial data services ↗
- 05City of Cape Town — energy and carbon data ↗
- 06Brave Web Search: Frontiers | Artificial Intelligence in smart cities: implications for urban governance in Africa ↗
- 07Brave Web Search: South Africa - Digital Economy ↗
- 08Brave Web Search: 13 City of Cape Town, South Africa: Aligning Internal Data Capabilities with External Research Partnerships | Handbook on Using Administrative Data for Research and Evidence-based Po ↗
- 09Brave Web Search: South Africa | predictive policing in Cape Town curbs gang violence | Oxford Institute of Technology and Justice ↗
- 10Brave Web Search: Cape Town | Partnership for Research on Informal and Shared Mobility ↗
- 11MyCiTi / Cape Town transport · PRIOR-SRC-036 (historical_register_only_not_reopened) ↗
- 12City of Cape Town · NEW-020 (inaccessible_attempted_search_excerpt) ↗
- 13City of Cape Town · NEW-021 (inaccessible_attempted_search_excerpt) ↗
- 14City of Cape Town · PRIOR-SRC-037 (historical_register_only_not_reopened) ↗
- 15City of Cape Town · PRIOR-SRC-039 (historical_register_only_not_reopened) ↗
- 16City of Cape Town · PRIOR-SRC-038 (historical_register_only_not_reopened) ↗
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