Overview
NYC Open Data provides a documented citywide information layer, while transport and sensing projects operate under separate agencies and rules. The profile treats openness, privacy, and operational evidence as linked questions.
Published city description
Important for connected infrastructure, data-led city operations, resilience, and civic technology.
City and status
New York is an established five-borough city. Its smart-city record is a portfolio of agency systems, not a single platform.
Data and technology
The official open-data portal publishes datasets from city agencies. Dataset quality, timeliness, privacy protection, and fitness for a particular decision vary by source.
Applications and governance
Mobility analytics and sensing can support street safety and service planning. Public availability of data does not by itself establish beneficial outcomes or justify surveillance.
Evidence boundary
Publication review should link every project to an agency owner, deployment area, retention policy, and outcome measure.
Authoritative published assessment · v0.2.3
Classification · 2B
Type Score 35.63 / 100 · Autonomy Score 10.83 / 100
Research edition 2026-10-10-closed-reassessment-v1 · assessment 2026-10-10.
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 | Port Authority operates automated AirTrain JFK serving Queens subway/LIRR access and airport; >24m riders per year per 2025 agenda. · 2 · Coverage: N (0.65) | Port Authority operates automated AirTrain JFK serving Queens subway/LIRR access and airport; >24m riders per year per 2025 agenda. · 2 · Coverage: N (0.65) | 5.41666667 / 5.41666667 | Port Authority operates automated AirTrain JFK serving Queens subway/LIRR access and airport; >24m riders per year per 2025 agenda. Operational driverless people mover treated equivalent to operating automated transit; functional service N, not airport site-only.
|
| ENG | DCAS real-time municipal energy metering · 1 · Coverage: W (1) | DCAS real-time municipal energy metering · 0 · Coverage: W (1) | 4.16666667 / 0.00000000 | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
|
| WAT | City DEP automatic water meter reading · 1 · Coverage: W (1) | City DEP automatic water meter reading · 0 · Coverage: W (1) | 4.16666667 / 0.00000000 | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
|
| BLD | DOB proactive inspection predictive risk analytics · 2 · Coverage: N (0.65) | DOB proactive inspection predictive risk analytics · 1 · Coverage: N (0.65) | 5.41666667 / 2.70833333 | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
|
| SAF | FDNY fire risk prediction and human inspection planning · 2 · Coverage: N (0.65) | FDNY fire risk prediction and human inspection planning · 1 · Coverage: N (0.65) | 5.41666667 / 2.70833333 | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
|
| ENV | NYC Department of Health / DEP operate city community air-survey network with 85 air-quality monitors across five boroughs. · 1 · Coverage: W (1) | NYC Department of Health / DEP operate city community air-survey network with 85 air-quality monitors across five boroughs. · 0 · Coverage: W (1) | 4.16666667 / 0.00000000 | NYC Department of Health / DEP operate city community air-survey network with 85 air-quality monitors across five boroughs. Measurements and public reporting, not autonomous environmental operations.
|
| GOV | DOE student identity and online learning systems · 1 · Coverage: W (1) | DOE student identity and online learning systems · 0 · Coverage: W (1) | 4.16666667 / 0.00000000 | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
|
| HLT | NYC Health+Hospitals Epic integrated health records · 1 · Coverage: N (0.65) | NYC Health+Hospitals Epic integrated health records · 0 · Coverage: N (0.65) | 2.70833333 / 0.00000000 | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
|
Eligible domain counts: T1+ 8; T2+ 3; T3 0; A1+ 3; A2+ 1; 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 |
|---|---|---|---|
| Port Authority operates automated AirTrain JFK serving Queens subway/LIRR access and airport; >24m riders per year per 2025 agenda.SCD-TP-007 | MOB | Deployed / operational · N | Port Authority operates automated AirTrain JFK serving Queens subway/LIRR access and airport; >24m riders per year per 2025 agenda. Operational driverless people mover treated equivalent to operating automated transit; functional service N, not airport site-only. Operational driverless people mover treated equivalent to operating automated transit; functional service N, not airport site-only. Review: RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE Recorded operating deployment
|
| DCAS real-time municipal energy meteringSCD-TP-013 | ENG | 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
|
| City DEP automatic water meter readingSCD-TP-022 | WAT | 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
|
| DOB proactive inspection predictive risk analyticsGAP-002 | BLD | Deployed / operational · N | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. Recorded operating deployment · Best-evidence inference / additional verification required · Historical evidence carried forward
|
| FDNY fire risk prediction and human inspection planningGAP-003 | SAF | Deployed / operational · N | From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass. Recorded operating deployment · Best-evidence inference / additional verification required · Historical evidence carried forward
|
| NYC Department of Health / DEP operate city community air-survey network with 85 air-quality monitors across five boroughs.SCD-TP-045 | ENV | Deployed / operational · W | NYC Department of Health / DEP operate city community air-survey network with 85 air-quality monitors across five boroughs. Measurements and public reporting, not autonomous environmental operations. Measurements and public reporting, not autonomous environmental operations. Review: RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE Recorded operating deployment
|
| DOE student identity and online learning systemsSCD-TP-066 | 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
|
| NYC Health+Hospitals Epic integrated health recordsSCD-TP-064 | HLT | 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
|
| Bus transit signal priority fixed-rule controllerSCD-TP-006 | MOB | Deployed / operational · N | v0.2 fixed-rule priority is not C Review: OPERATING — score-eligible candidate Recorded operating deployment
|
| DOB proactive inspection predictive risk analyticsSCD-TP-035 | BLD | Unclear · N | ; NOT SCORED as this pattern; see catalog-gap ledger for correct technology crosswalk Review: DOCUMENTED RELATED TECHNOLOGY — NOT EXACT CATALOG PATTERN Unverified, excluded, pilot, or unclear technology — not an established scoring deployment
|
| FDNY fire risk prediction and human inspection planningSCD-TP-042 | SAF | Unclear · N | No independent firefighting actuation; B only; NOT SCORED as this pattern; see catalog-gap ledger for correct technology crosswalk Review: DOCUMENTED RELATED TECHNOLOGY — NOT EXACT CATALOG PATTERN Unverified, excluded, pilot, or unclear technology — not an established scoring deployment
|
| NYC online CityPay and agency servicesSCD-TP-051 | GOV | Unclear · W | Broad e-services likely; concrete unified cross-agency transactions need proof Review: EVIDENCE INCOMPLETE Unverified, excluded, pilot, or unclear technology — not an established scoring deployment · Best-evidence inference / additional verification required
|
68-pattern research audit · unknown does not mean absent
Original stage labels are preserved. Unverified patterns are research audit entries, not deployments.
[
{
"City": "New York City",
"Pattern_ID": "SCD-TP-001",
"Scoring_domain": "MOB",
"Technology_pattern": "Connected smartcard fare validators",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "OPERATING — score-eligible candidate",
"Documented_technology_or_lead": "Bus transit signal priority fixed-rule controller",
"Technology_deployment_status": "operating",
"In_city_coverage": "Reported ~2200 intersections, prior operator testimony",
"Coverage_scale": "N",
"Scale_coefficient": "0.65",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-027",
"Original_URLs": "https://citymeetings.nyc/meetings/new-york-city-council/2025-03-19-1015-am-committee-on-transportation-and-infrastructure/chapter/transit-signal-priority-tsp-installations-and-their-impact-on-bus-speeds/",
"Qualification_and_gaps": "v0.2 fixed-rule priority is not C"
},
{
"City": "New York City",
"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": "RE-EVALUATED OPERATING 2026-10-10 BEST EVIDENCE",
"Documented_technology_or_lead": "Port Authority operates automated AirTrain JFK serving Queens subway/LIRR access and airport; >24m riders per year per 2025 agenda.",
"Technology_deployment_status": "operating_best_evidence",
"In_city_coverage": "Unknown",
"Coverage_scale": "N",
"Scale_coefficient": "0.65",
"City_score_g": "1",
"Assessed_T": "2",
"Assessed_A": "2",
"Source_IDs": "",
"Original_URLs": "https://www.panynj.gov/content/dam/corporate/board-meeting-pdfs/Public%20Agenda%20%284-24-25%29.pdf",
"Qualification_and_gaps": "Operational driverless people mover treated equivalent to operating automated transit; functional service N, not airport site-only."
},
{
"City": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"Pattern_ID": "SCD-TP-013",
"Scoring_domain": "ENG",
"Technology_pattern": "Electricity advanced metering infrastructure",
"Catalog_T_reference": "1",
"Catalog_A_reference": "0",
"Review_status": "OPERATING — score-eligible candidate",
"Documented_technology_or_lead": "DCAS real-time municipal energy metering",
"Technology_deployment_status": "operating",
"In_city_coverage": "950+ government premises, >75% city government electricity use",
"Coverage_scale": "W",
"Scale_coefficient": "1",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-022",
"Original_URLs": "https://www.nyc.gov/site/dcas/agencies/real-time-metering.page",
"Qualification_and_gaps": ""
},
{
"City": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "OPERATING — score-eligible candidate",
"Documented_technology_or_lead": "City DEP automatic water meter reading",
"Technology_deployment_status": "operating",
"In_city_coverage": "600k+ connected metering endpoints indicated by prior assessment; contemporaneous number not rechecked",
"Coverage_scale": "W",
"Scale_coefficient": "1",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-023",
"Original_URLs": "https://www.nyc.gov/site/dep/pay-my-bills/water-meter-faqs.page",
"Qualification_and_gaps": ""
},
{
"City": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "DOCUMENTED RELATED TECHNOLOGY — NOT EXACT CATALOG PATTERN",
"Documented_technology_or_lead": "DOB proactive inspection predictive risk analytics",
"Technology_deployment_status": "operating",
"In_city_coverage": "City department prioritizes inspected buildings by risk",
"Coverage_scale": "N",
"Scale_coefficient": "0.65",
"City_score_g": "0",
"Assessed_T": "2",
"Assessed_A": "1",
"Source_IDs": "SRC-021",
"Original_URLs": "https://www.nyc.gov/site/buildings/dob/unit-descriptions.page",
"Qualification_and_gaps": "; NOT SCORED as this pattern; see catalog-gap ledger for correct technology crosswalk"
},
{
"City": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "DOCUMENTED RELATED TECHNOLOGY — NOT EXACT CATALOG PATTERN",
"Documented_technology_or_lead": "FDNY fire risk prediction and human inspection planning",
"Technology_deployment_status": "operating",
"In_city_coverage": "Citywide public safety service, previous municipal testimony",
"Coverage_scale": "N",
"Scale_coefficient": "0.65",
"City_score_g": "0",
"Assessed_T": "2",
"Assessed_A": "1",
"Source_IDs": "SRC-026",
"Original_URLs": "https://www.nyc.gov/mayors-office/news/2025/03/transcript-mayor-adams-fdny-commissioner-tucker-declare-2025-fire-prevention-year-new",
"Qualification_and_gaps": "No independent firefighting actuation; B only; NOT SCORED as this pattern; see catalog-gap ledger for correct technology crosswalk"
},
{
"City": "New York City",
"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": "New York City",
"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": "New York City",
"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": "NYC Department of Health / DEP operate city community air-survey network with 85 air-quality monitors across five boroughs.",
"Technology_deployment_status": "operating_best_evidence",
"In_city_coverage": "",
"Coverage_scale": "W",
"Scale_coefficient": "1",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-028",
"Original_URLs": "https://www.nyc.gov/site/dep/news/022825/testimony-rohit-t-aggarwala-chief-climate-officer-commissioner-nyc-dep-before-new-york",
"Qualification_and_gaps": "Measurements and public reporting, not autonomous environmental operations."
},
{
"City": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "EVIDENCE INCOMPLETE",
"Documented_technology_or_lead": "NYC online CityPay and agency services",
"Technology_deployment_status": "evidence incomplete",
"In_city_coverage": "",
"Coverage_scale": "W",
"Scale_coefficient": "1",
"City_score_g": "0",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-029",
"Original_URLs": "https://a836-citypay.nyc.gov/",
"Qualification_and_gaps": "Broad e-services likely; concrete unified cross-agency transactions need proof"
},
{
"City": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "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": "New York City",
"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": "New York City",
"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": "New York City",
"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": "OPERATING — score-eligible candidate",
"Documented_technology_or_lead": "NYC Health+Hospitals Epic integrated health records",
"Technology_deployment_status": "operating",
"In_city_coverage": "68 patient sites, ~5 million records at 2020 rollout, large in-city public health network",
"Coverage_scale": "N",
"Scale_coefficient": "0.65",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-024",
"Original_URLs": "https://www.nychealthandhospitals.org/pressrelease/nyc-health-hospitals-completes-transition-to-electronic-medical-records-system/",
"Qualification_and_gaps": ""
},
{
"City": "New York City",
"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": "New York City",
"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": "OPERATING — score-eligible candidate",
"Documented_technology_or_lead": "DOE student identity and online learning systems",
"Technology_deployment_status": "operating",
"In_city_coverage": "Public Schools platform provisioned for every public-school student, currently operating",
"Coverage_scale": "W",
"Scale_coefficient": "1",
"City_score_g": "1",
"Assessed_T": "1",
"Assessed_A": "0",
"Source_IDs": "SRC-025",
"Original_URLs": "https://www.schools.nyc.gov/learning/digital-learning/applications-and-platforms",
"Qualification_and_gaps": ""
},
{
"City": "New York City",
"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": "New York City",
"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.
- PANYNJ ↗
AirTrain 24m riders annually; operational
Original source examined in the recorded research stage
Evidence IDs, provenance and review states (1)
- NEW-012 · reassessment15 · examined_original
- NYC DCAS ↗
>75% city government electricity use at 950+ municipal premises; not all city buildings
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-022 · original08 · examined
- PRIOR-SRC-022 · reassessment15 · historical_register_only_not_reopened
- NYC DEP ↗
Automated read meters are observation/payment, not physical control
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-023 · original08 · examined
- PRIOR-SRC-023 · reassessment15 · historical_register_only_not_reopened
- NYC Department of Buildings ↗
DOB predictive proactive inspections, humans approve
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-021 · original08 · examined
- PRIOR-SRC-021 · reassessment15 · historical_register_only_not_reopened
- NYC FDNY / Mayor ↗
Risk-based fire inspection predictive decision assistance
Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-026 · original08 · prior assessment
- PRIOR-SRC-026 · reassessment15 · historical_register_only_not_reopened
- NYC DEP ↗
environmental sensor network size unclear
Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (1)
- SRC-028 · original08 · prior assessment
- NYC DEP ↗
85 air quality monitors across five boroughs
Original source examined in the recorded research stage
Evidence IDs, provenance and review states (1)
- NEW-013 · reassessment15 · examined_original
- NYC Public Schools ↗
student accounts and linked city digital learning systems
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-025 · original08 · examined
- PRIOR-SRC-025 · reassessment15 · historical_register_only_not_reopened
- NYC Health + Hospitals ↗
68 facilities Epic EMR network in 2020; current continued operation assumed, recheck if changed
Original source examined in the recorded research stage · Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-024 · original08 · examined
- PRIOR-SRC-024 · reassessment15 · historical_register_only_not_reopened
- NYC Council DOT ↗
2200 transit priority signals, fixed-rule priority not A2 v0.2
Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-027 · original08 · prior assessment
- PRIOR-SRC-027 · reassessment15 · historical_register_only_not_reopened
- NYC CityPay ↗
City government portal page, full cross-agency reach not evidenced here
Historical evidence carried forward / not newly examined
Evidence IDs, provenance and review states (2)
- SRC-029 · original08 · not examined
- PRIOR-SRC-029 · reassessment15 · historical_register_only_not_reopened
New York City research report
New York City is classified 2B with Type Score 35.63 and Autonomy Score 10.83, under v0.2.3. The eight-domain decisions, deployment inventory and source review states above form this edition's reproducible assessment.
Limitations
- MOB: Port Authority operates automated AirTrain JFK serving Queens subway/LIRR access and airport; >24m riders per year per 2025 agenda. Operational driverless people mover treated equivalent to operating automated transit; functional service N, not airport site-only.
- ENG: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
- WAT: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
- BLD: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
- SAF: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
- ENV: NYC Department of Health / DEP operate city community air-survey network with 85 air-quality monitors across five boroughs. Measurements and public reporting, not autonomous environmental operations.
- GOV: From reviewed corpus; check notes Carried forward; original evidence not independently reverified in this pass.
- HLT: 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
Related city profiles
Related Daily Signals
Sources (50)
- 01NYC DOT to Use New Cutting-Edge Sensors to Better Understand How New Yorkers Use Their Streets and to Inform Safer Street Design ↗
- 02Driverless Vehicles — Who Needs Them? - Streetsblog New York City ↗
- 03NYC DOT to Test New Technology to Improve Street Safety by Better Measuring and Analyzing Transportation Uses on NYC Streets ↗
- 04DOT Press Releases – NYC DOT Advances to Phases Two and Three of Federal Connected Vehicle Pilot Program ↗
- 05NYC DOT - Press Releases - Announces Expansion of Midtown Congestion Management System, Receives National Transportation Award ↗
- 06NYC DOT - Autonomous Vehicles in New York City ↗
- 07Mayor Adams, DOT Announce Approval of First Application to Test Autonomous Vehicles in New York City With Trained Safety Specialist Behind Steering Wheel - NYC Mayor's Office ↗
- 08Mayor Adams Announces First in Nation Technology to Integrate Public Schools With 911 for Rapid Response to Active Shooter Situations - NYC Mayor's Office ↗
- 09Mayor's Office of Data Analytics - Mayor's Office of Operations ↗
- 10NYC Open Data ↗
- 11Mayor Adams Unveils 'How NYC Moves,' new, Data-Driven Plan to Streamline Developing Major Transportation-Related Infrastructure Projects - NYC Mayor's Office ↗
- 128 Tech Companies Selected to Partner with NYC DEP in Inaugural Environmental Tech Lab | City of New York ↗
- 13NY autonomous vehicles are bad for economy | Opinion ↗
- 14one year later... NEW YORK CITY OFFICE OF EMERGENCY MANAGEMENT ↗
- 15NYCCAS | NASA Health & Air Quality Applied Sciences Team (HAQAST) High Resolution PM2.5 Tiger Team ↗
- 16NYC IoT Strategy | The Atlas of Urban Tech ↗
- 17Smart Tech in Building Maintenance: How IoT and Sensors Are Changing NYC Property Management — New York Wall Repair & Refurbishing ↗
- 18TEKTELIC | The Most Common Smart City IoT Applications in North America ↗
- 19Top 10 Internet Of Things Companies In NYC | Zazz ↗
- 20IoT and the Smart City: Examples, Applications, and Goals | Particle ↗
- 21Entech | Next-generation energy control systems for multi-unit buildings. ↗
- 22Building automation system in New York City | ROOMSYS ↗
- 23Apartment Building Automation in NYC | Expert Tech USA ↗
- 24What is a Smart Building and What Are the Benefits? ↗
- 25What Is a Smart Building? Technologies & Examples 2026 - VisionX ↗
- 26Best Smart City Companies in NYC | Top Innovators ↗
- 27NYC Building Monitoring: Your Essential 2026 Guide ↗
- 28New York City Expands Safety Technologies Across Municipal Fleet | Government Fleet ↗
- 29Drones as First Responder Go Aloft in NYC - Inside Unmanned Systems ↗
- 30SCADA Engineer - AITHERAS, LLC | Built In NYC ↗
- 31Smart City Expo USA 2025 Becomes A Game-Changer for Urban Innovation in New York City - Travel And Tour World ↗
- 32Smart City Expo USA to Take Place in New York City and Feature Mayor Eric Adams ↗
- 33The People's Roadmap to a Digital New York City | BetaNYC ↗
- 34NYC Digital - New York's Strategy for Innovation and Inclusion - Digital Government Network ↗
- 35New York City Iot Strategy - DocsLib ↗
- 36New York City published a strategy to keep its IoT fair | StateScoop ↗
- 37New York City — Clean Air for Health ↗
- 38Mayor Adams Unveils 'How NYC Moves' Plan To Streamline Transportation Projects ↗
- 39NYC to expand traffic sensor network to study how New Yorkers use streets ↗
- 40PANYNJ · NEW-012 (examined_original) ↗
- 41NYC DCAS · PRIOR-SRC-022 (historical_register_only_not_reopened) ↗
- 42NYC DEP · PRIOR-SRC-023 (historical_register_only_not_reopened) ↗
- 43NYC Department of Buildings · PRIOR-SRC-021 (historical_register_only_not_reopened) ↗
- 44NYC FDNY / Mayor · PRIOR-SRC-026 (historical_register_only_not_reopened) ↗
- 45NYC DEP · SRC-028 (prior assessment) ↗
- 46NYC DEP · NEW-013 (examined_original) ↗
- 47NYC Public Schools · PRIOR-SRC-025 (historical_register_only_not_reopened) ↗
- 48NYC Health + Hospitals · PRIOR-SRC-024 (historical_register_only_not_reopened) ↗
- 49NYC Council DOT · PRIOR-SRC-027 (historical_register_only_not_reopened) ↗
- 50NYC CityPay · PRIOR-SRC-029 (historical_register_only_not_reopened) ↗
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