Cities, systems, and the decisions shaped by data.
Smart City DispatchConnected cities, examined.

Smart City Atlas · China

Shenzhen Smart City

Important for digital governance, electrified mobility, 5G, and large-scale tech deployment.

China · 22.5431, 114.0579

Category
Existing city transformation
Smart City Maturity Type
Type 2 — Intelligent Smart City (Predict and Optimize)
Smart City Autonomy Level
Level C — conditional; verification outstanding
Assessment status
Published and assessed — provisional classification
Scale / population
~17 million
Publication status
Published

Overview

Important for digital governance, electrified mobility, 5G, and large-scale tech deployment.

Authoritative published assessment · v0.2.3

Classification · 2C — conditional

Type Score 24.79 / 100 · Autonomy Score 17.92 / 100

Research edition 2026-10-11-chatgpt-san-diego-san-francisco-shenzhen-v1 · assessment 2026-10-11.

Municipal assessment scope: Shenzhen municipality including urban districts under the municipal government; do not credit neighboring Dongguan, Guangzhou, or Hong Kong robotaxi or utilities.

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

DomainType winner · T · coverageAutonomy winner · A · coverageType / Autonomy pointsEvidence and qualification
MOBPony.ai and Shenzhen Bus Group multi-district driverless passenger services · 2 · Coverage: N (0.65)Pony.ai and Shenzhen Bus Group multi-district driverless passenger services · 2 · Coverage: N (0.65)5.41666667 / 5.41666667Max per domain; Type and Autonomy winners assessed separately.

Max per domain; Type and Autonomy winners assessed separately.

  • Pony.ai SEC filing ↗

    Original source examined in the supplied research record

    Evidence IDs, provenance and review states (1)
    • SRC-002 · Supplied ChatGPT research · 2026-10-11 · accepted

      Issuer testimony to paid driverless Shenzhen operations, zones including Nanshan and airport/port; 1,975 fleet figure is all-city total NOT Shenzhen.

  • Shenzhen Bus Group ↗

    Original source examined in the supplied research record

    Evidence IDs, provenance and review states (1)
    • SRC-003 · Supplied ChatGPT research · 2026-10-11 · accepted

      Four Qianhai routes >40k riders and Luohu B888, distinct multi-district operating footprints.

  • Shenzhen Bus Group / Qianhai Authority ↗

    Original source examined in the supplied research record

    Evidence IDs, provenance and review states (1)
    • SRC-010 · Supplied ChatGPT research · 2026-10-11 · accepted

      Operator/local government description of L4 service and AI road/vehicle/cloud orchestration.

  • Pony.ai SEC filing ↗

    Original source examined in the supplied research record

    Evidence IDs, provenance and review states (1)
    • SRC-012 · Supplied ChatGPT research · 2026-10-11 · accepted

      Paid Shenzhen orders in Jan/Feb > all 2025; supports real service not merely testing.

ENGMunicipality-serving digital power grid self-healing · 2 · Coverage: W (1)Municipality-serving digital power grid self-healing · 2 · Coverage: W (1)8.33333333 / 8.33333333Max per domain; Type and Autonomy winners assessed separately.

Conditional A2 judgment: citywide contextual restoration-strategy selection still requires control-logic evidence, operating logs and independent corroboration.

  • Shenzhen Municipal Government / Shenzhen Special Zone Daily ↗

    Original source examined in the supplied research record

    Evidence IDs, provenance and review states (1)
    • SRC-001 · Supplied ChatGPT research · 2026-10-11 · accepted

      Says 91% fault-affected users can receive automated restoration within 1 min; citywide fault localization/isolation/transfer.

  • Shenzhen city government / power reporter ↗

    Original source examined in the supplied research record

    Evidence IDs, provenance and review states (1)
    • SRC-006 · Supplied ChatGPT research · 2026-10-11 · accepted

      AI equipment anomaly advice with operators checking and acting; not autonomous operations.

  • CPEM / Southern Power Grid News ↗

    Original source examined in the supplied research record

    Evidence IDs, provenance and review states (1)
    • SRC-007 · Supplied ChatGPT research · 2026-10-11 · accepted

      Automatic fault identification, dynamically generated service-recovery strategy and switching in 17 seconds; station-specific corroboration, does NOT alone prove citywide A2.

WATMunicipal online hydraulic and drainage monitoring · 1 · Coverage: N (0.65)Municipal online hydraulic and drainage monitoring · 0 · Coverage: N (0.65)2.70833333 / 0.00000000Max per domain; Type and Autonomy winners assessed separately.

Max per domain; Type and Autonomy winners assessed separately.

  • Shenzhen Municipal Water Affairs Bureau ↗

    Original source examined in the supplied research record

    Evidence IDs, provenance and review states (1)
    • SRC-005 · Supplied ChatGPT research · 2026-10-11 · accepted

      Online drainage monitoring 50+314 zones, 284 hydraulic rainfall, 320 meteorological stations, 719 hydrological stations; advanced predictive models only some pilot areas.

BLDUnknown · ? · Coverage: Unknown — not scoredUnknown · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000Zero points = no accepted scored contribution, not proof no technologies exist.

Zero points = no accepted scored contribution, not proof no technologies exist.

    SAFUnknown · ? · Coverage: Unknown — not scoredUnknown · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000Zero points = no accepted scored contribution, not proof no technologies exist.

    Zero points = no accepted scored contribution, not proof no technologies exist.

      ENVUnknown · ? · Coverage: Unknown — not scoredUnknown · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000Zero points = no accepted scored contribution, not proof no technologies exist.

      Zero points = no accepted scored contribution, not proof no technologies exist.

        GOVDeep Xiao i AI public government assistant and services · 2 · Coverage: W (1)Deep Xiao i AI public government assistant and services · 1 · Coverage: W (1)8.33333333 / 4.16666667Max per domain; Type and Autonomy winners assessed separately.

        Max per domain; Type and Autonomy winners assessed separately.

        • Shenzhen Municipal Govt, Data Office ↗

          Original source examined in the supplied research record

          Evidence IDs, provenance and review states (1)
          • SRC-004 · Supplied ChatGPT research · 2026-10-11 · accepted

            Deep Xiao i more than 4m answers; integrated services; 4.09m sensing streams citywide (do not count as 4m independent physical sensors).

        HLTUnknown · ? · Coverage: Unknown — not scoredUnknown · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000Zero points = no accepted scored contribution, not proof no technologies exist.

        Zero points = no accepted scored contribution, not proof no technologies exist.

          Eligible domain counts: T1+ 4; T2+ 3; T3 0; A1+ 3; A2+ 2; 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 referenceDomainStatus · coverageEvidence and limitations
          Pony.ai and Shenzhen Bus Group multi-district driverless passenger servicesTECH-001MOBDeployed / operational · N

          N provisional: no published Shenzhen-only fleet denominator, geography polygons or total trips. Do NOT assign nationwide 1,975 vehicles to Shenzhen.

          L4 autonomous vehicles steer, brake and route with safety protocols; some bus services safety operator/limitations.

          Pony paid robotaxis serving Nanshan and airport/port corridors plus Qianhai/Luohu bus routes with >40k boardings on selected routes; separate operator fleets.

          Automatic passenger vehicle navigation and safety decisions.

          Vehicle perception/plan/execute/reobserve; remote safety management.

          Original scoring judgment: g=1; T=2; A=2; coverage=N

          Recorded operating deployment

          • Pony.ai SEC filing ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-002 · Supplied ChatGPT research · 2026-10-11 · accepted

              Issuer testimony to paid driverless Shenzhen operations, zones including Nanshan and airport/port; 1,975 fleet figure is all-city total NOT Shenzhen.

          • Shenzhen Bus Group ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-003 · Supplied ChatGPT research · 2026-10-11 · accepted

              Four Qianhai routes >40k riders and Luohu B888, distinct multi-district operating footprints.

          • Shenzhen Bus Group / Qianhai Authority ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-010 · Supplied ChatGPT research · 2026-10-11 · accepted

              Operator/local government description of L4 service and AI road/vehicle/cloud orchestration.

          • Pony.ai SEC filing ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-012 · Supplied ChatGPT research · 2026-10-11 · accepted

              Paid Shenzhen orders in Jan/Feb > all 2025; supports real service not merely testing.

          Municipality-serving digital power grid self-healingTECH-002ENGDeployed / operational · W

          A2 conditional on evidence that dynamic alternatives are actually selected throughout material grid, not just prescribed automatic transfer rules.

          Automated fault detection, isolation and service restoration; strategy-choice demonstration on one 110kV station.

          Operator claims citywide self-healing system; 91% fault-affected customers can be automatically restored in one minute; all-voltage grid.

          Fault isolation, feeder switching and power restoration.

          Grid telemetry -> detect/restore -> measure post-switch electrical state.

          Original scoring judgment: g=1; T=2; A=2; coverage=W

          Recorded operating deployment · Best-evidence inference / additional verification required

          • Shenzhen Municipal Government / Shenzhen Special Zone Daily ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-001 · Supplied ChatGPT research · 2026-10-11 · accepted

              Says 91% fault-affected users can receive automated restoration within 1 min; citywide fault localization/isolation/transfer.

          • Shenzhen city government / power reporter ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-006 · Supplied ChatGPT research · 2026-10-11 · accepted

              AI equipment anomaly advice with operators checking and acting; not autonomous operations.

          • CPEM / Southern Power Grid News ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-007 · Supplied ChatGPT research · 2026-10-11 · accepted

              Automatic fault identification, dynamically generated service-recovery strategy and switching in 17 seconds; station-specific corroboration, does NOT alone prove citywide A2.

          Deep Xiao i AI public government assistant and servicesTECH-003GOVDeployed / operational · W

          Do not treat standard one-click official transaction processing as A2.

          Citizen-facing AI responds, recommends, guides filings; approvals under policy/human governance.

          Across municipal services; more than 4 million intelligent Q&As since launch in Feb 2025; 45 unified services in 2025.

          Guided service workflows; not open-ended physical action choice.

          Case status/user query loop.

          Original scoring judgment: g=1; T=2; A=1; coverage=W

          Recorded operating deployment

          • Shenzhen Municipal Govt, Data Office ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-004 · Supplied ChatGPT research · 2026-10-11 · accepted

              Deep Xiao i more than 4m answers; integrated services; 4.09m sensing streams citywide (do not count as 4m independent physical sensors).

          Municipal online hydraulic and drainage monitoringTECH-004WATDeployed / operational · N

          N not all customer reach; digital twin in sample basins excluded from municipal T2.

          Water planners use online warnings and GIS; advanced predictive models currently zone pilot.

          Online monitoring across 50 primary and 314 secondary drainage divisions; city rain/hydrological stations used for flood warnings.

          Data alerts/work-order actions under human process.

          Field monitoring supports drainage decisions.

          Original scoring judgment: g=1; T=1; A=0; coverage=N

          Recorded operating deployment

          • Shenzhen Municipal Water Affairs Bureau ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-005 · Supplied ChatGPT research · 2026-10-11 · accepted

              Online drainage monitoring 50+314 zones, 284 hydraulic rainfall, 320 meteorological stations, 719 hydrological stations; advanced predictive models only some pilot areas.

          Water predictive twin and Dasha river Harmony programTECH-005WATpilot/under construction · D

          g=0 for municipal scale and unverified operating decisions.

          Simulation and optimization advice, not verified independent pump actuation.

          Advanced modeling in test basins; Dasha all-basin platform launched 2026 but full feature completion future.

          Original scoring judgment: g=0; T=2; A=1; coverage=D

          Unverified, excluded, pilot, or unclear technology — not an established scoring deployment

          • Shenzhen Municipal Water Affairs Bureau ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-005 · Supplied ChatGPT research · 2026-10-11 · accepted

              Online drainage monitoring 50+314 zones, 284 hydraulic rainfall, 320 meteorological stations, 719 hydrological stations; advanced predictive models only some pilot areas.

          • Nanshan District Government ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-011 · Supplied ChatGPT research · 2026-10-11 · accepted

              Launch/under development; cannot infer fully operating autonomous water control.

          Single intersection fast-brain dynamic signal controlTECH-006MOBoperating localized pilot · P

          Fails citywide N/W gate even if A2 local.

          Real-time junction control but no extensive operating street coverage.

          One confirmed Guangming intersection.

          Automatic phase timing.

          Real-time radar/video and queues.

          Original scoring judgment: g=0; T=2; A=2; coverage=P

          Unverified, excluded, pilot, or unclear technology — not an established scoring deployment

          • Shenzhen city government / traffic police ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-008 · Supplied ChatGPT research · 2026-10-11 · accepted

              Dynamic closed-loop traffic timing at ONE junction, excluded from municipal N/W gate.

          Longhua Avenue time-of-day AI-assisted signal planTECH-007MOBoperating localized corridor · D

          Fails N/W city service scale gate; fixed plans do not prove A2.

          Human-engineered plans 24 periods, feedback monitoring.

          40 signal lights along 20.3-km corridor.

          Predesigned signal schedules.

          Feedback used by traffic engineers.

          Original scoring judgment: g=0; T=2; A=1; coverage=D

          Unverified, excluded, pilot, or unclear technology — not an established scoring deployment

          • Shenzhen city government / traffic police ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-009 · Supplied ChatGPT research · 2026-10-11 · accepted

              40 signalized intersections along 20.3 km road; area-limited, staff-in-loop plans not citywide Level C.

          Municipal CIM / digital twin and sensor data platformTECH-008GOVDeployed / operational · W

          Same GOV bucket as Deep Xiao i; do not double-count or auto-promote to Level D.

          Supports risk monitoring, simulation and officials, not evidence of automatic integrated multi-domain actuation.

          CIM includes 4.09m connected sensing streams, 485 documented twin applications; many may be models/not production.

          Decision support only; local workflows vary.

          City data updates and staff review.

          Original scoring judgment: g=1; T=2; A=1; coverage=W

          Recorded operating deployment

          • Shenzhen Municipal Govt, Data Office ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-004 · Supplied ChatGPT research · 2026-10-11 · accepted

              Deep Xiao i more than 4m answers; integrated services; 4.09m sensing streams citywide (do not count as 4m independent physical sensors).

          Microgrid and V2G demonstration stationsTECH-009ENGpilot · P

          g=0: two individual facilities; not city-scale autonomy.

          Demonstration of bidirectional energy transfers in two stations.

          Lianhuashan / Guangming Hongqiao demo sites.

          Test dispatch/transfer.

          Metered response to external grid.

          Original scoring judgment: g=0; T=2; A=1; coverage=P

          Unverified, excluded, pilot, or unclear technology — not an established scoring deployment

          • Shenzhen Municipal Government / Shenzhen Special Zone Daily ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-001 · Supplied ChatGPT research · 2026-10-11 · accepted

              Says 91% fault-affected users can receive automated restoration within 1 min; citywide fault localization/isolation/transfer.

          68-pattern research audit · unknown does not mean absent

          Original stage labels are preserved. Unverified patterns are research audit entries, not deployments.

          []

          Sources and evidence

          Each canonical publication URL appears once in this group. Reference aliases and research stages do not count as independent corroboration.

          • Shenzhen Municipal Government / Shenzhen Special Zone Daily ↗

            Says 91% fault-affected users can receive automated restoration within 1 min; citywide fault localization/isolation/transfer.

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-001 · Supplied ChatGPT research · 2026-10-11 · accepted
          • Pony.ai SEC filing ↗

            Issuer testimony to paid driverless Shenzhen operations, zones including Nanshan and airport/port; 1,975 fleet figure is all-city total NOT Shenzhen.

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-002 · Supplied ChatGPT research · 2026-10-11 · accepted
          • Shenzhen Bus Group ↗

            Four Qianhai routes >40k riders and Luohu B888, distinct multi-district operating footprints.

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-003 · Supplied ChatGPT research · 2026-10-11 · accepted
          • Shenzhen Municipal Govt, Data Office ↗

            Deep Xiao i more than 4m answers; integrated services; 4.09m sensing streams citywide (do not count as 4m independent physical sensors).

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-004 · Supplied ChatGPT research · 2026-10-11 · accepted
          • Shenzhen Municipal Water Affairs Bureau ↗

            Online drainage monitoring 50+314 zones, 284 hydraulic rainfall, 320 meteorological stations, 719 hydrological stations; advanced predictive models only some pilot areas.

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-005 · Supplied ChatGPT research · 2026-10-11 · accepted
          • Shenzhen city government / power reporter ↗

            AI equipment anomaly advice with operators checking and acting; not autonomous operations.

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-006 · Supplied ChatGPT research · 2026-10-11 · accepted
          • CPEM / Southern Power Grid News ↗

            Automatic fault identification, dynamically generated service-recovery strategy and switching in 17 seconds; station-specific corroboration, does NOT alone prove citywide A2.

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-007 · Supplied ChatGPT research · 2026-10-11 · accepted
          • Shenzhen city government / traffic police ↗

            Dynamic closed-loop traffic timing at ONE junction, excluded from municipal N/W gate.

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-008 · Supplied ChatGPT research · 2026-10-11 · accepted
          • Shenzhen city government / traffic police ↗

            40 signalized intersections along 20.3 km road; area-limited, staff-in-loop plans not citywide Level C.

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-009 · Supplied ChatGPT research · 2026-10-11 · accepted
          • Shenzhen Bus Group / Qianhai Authority ↗

            Operator/local government description of L4 service and AI road/vehicle/cloud orchestration.

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-010 · Supplied ChatGPT research · 2026-10-11 · accepted
          • Nanshan District Government ↗

            Launch/under development; cannot infer fully operating autonomous water control.

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-011 · Supplied ChatGPT research · 2026-10-11 · accepted
          • Pony.ai SEC filing ↗

            Paid Shenzhen orders in Jan/Feb > all 2025; supports real service not merely testing.

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-012 · Supplied ChatGPT research · 2026-10-11 · accepted
          Claim-level evidence ledger (9)
          Evidence ID / technologiesClaim and original stateSources
          EV-001

          TECH-001

          Pony.ai and Shenzhen Bus Group multi-district driverless passenger services: Pony paid robotaxis serving Nanshan and airport/port corridors plus Qianhai/Luohu bus routes with >40k boardings on selected routes; separate operator fleets.

          accepted

          • Pony.ai SEC filing ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-002 · Supplied ChatGPT research · 2026-10-11 · accepted

              Issuer testimony to paid driverless Shenzhen operations, zones including Nanshan and airport/port; 1,975 fleet figure is all-city total NOT Shenzhen.

          • Shenzhen Bus Group ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-003 · Supplied ChatGPT research · 2026-10-11 · accepted

              Four Qianhai routes >40k riders and Luohu B888, distinct multi-district operating footprints.

          • Shenzhen Bus Group / Qianhai Authority ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-010 · Supplied ChatGPT research · 2026-10-11 · accepted

              Operator/local government description of L4 service and AI road/vehicle/cloud orchestration.

          • Pony.ai SEC filing ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-012 · Supplied ChatGPT research · 2026-10-11 · accepted

              Paid Shenzhen orders in Jan/Feb > all 2025; supports real service not merely testing.

          EV-002

          TECH-002

          Municipality-serving digital power grid self-healing: Operator claims citywide self-healing system; 91% fault-affected customers can be automatically restored in one minute; all-voltage grid.

          accepted

          • Shenzhen Municipal Government / Shenzhen Special Zone Daily ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-001 · Supplied ChatGPT research · 2026-10-11 · accepted

              Says 91% fault-affected users can receive automated restoration within 1 min; citywide fault localization/isolation/transfer.

          • Shenzhen city government / power reporter ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-006 · Supplied ChatGPT research · 2026-10-11 · accepted

              AI equipment anomaly advice with operators checking and acting; not autonomous operations.

          • CPEM / Southern Power Grid News ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-007 · Supplied ChatGPT research · 2026-10-11 · accepted

              Automatic fault identification, dynamically generated service-recovery strategy and switching in 17 seconds; station-specific corroboration, does NOT alone prove citywide A2.

          EV-003

          TECH-003

          Deep Xiao i AI public government assistant and services: Across municipal services; more than 4 million intelligent Q&As since launch in Feb 2025; 45 unified services in 2025.

          accepted

          • Shenzhen Municipal Govt, Data Office ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-004 · Supplied ChatGPT research · 2026-10-11 · accepted

              Deep Xiao i more than 4m answers; integrated services; 4.09m sensing streams citywide (do not count as 4m independent physical sensors).

          EV-004

          TECH-004

          Municipal online hydraulic and drainage monitoring: Online monitoring across 50 primary and 314 secondary drainage divisions; city rain/hydrological stations used for flood warnings.

          accepted

          • Shenzhen Municipal Water Affairs Bureau ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-005 · Supplied ChatGPT research · 2026-10-11 · accepted

              Online drainage monitoring 50+314 zones, 284 hydraulic rainfall, 320 meteorological stations, 719 hydrological stations; advanced predictive models only some pilot areas.

          EV-005

          TECH-005

          Water predictive twin and Dasha river Harmony program: Advanced modeling in test basins; Dasha all-basin platform launched 2026 but full feature completion future.

          excluded_from_municipality_score

          • Shenzhen Municipal Water Affairs Bureau ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-005 · Supplied ChatGPT research · 2026-10-11 · accepted

              Online drainage monitoring 50+314 zones, 284 hydraulic rainfall, 320 meteorological stations, 719 hydrological stations; advanced predictive models only some pilot areas.

          • Nanshan District Government ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-011 · Supplied ChatGPT research · 2026-10-11 · accepted

              Launch/under development; cannot infer fully operating autonomous water control.

          EV-006

          TECH-006

          Single intersection fast-brain dynamic signal control: One confirmed Guangming intersection.

          excluded_from_municipality_score

          • Shenzhen city government / traffic police ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-008 · Supplied ChatGPT research · 2026-10-11 · accepted

              Dynamic closed-loop traffic timing at ONE junction, excluded from municipal N/W gate.

          EV-007

          TECH-007

          Longhua Avenue time-of-day AI-assisted signal plan: 40 signal lights along 20.3-km corridor.

          excluded_from_municipality_score

          • Shenzhen city government / traffic police ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-009 · Supplied ChatGPT research · 2026-10-11 · accepted

              40 signalized intersections along 20.3 km road; area-limited, staff-in-loop plans not citywide Level C.

          EV-008

          TECH-008

          Municipal CIM / digital twin and sensor data platform: CIM includes 4.09m connected sensing streams, 485 documented twin applications; many may be models/not production.

          accepted

          • Shenzhen Municipal Govt, Data Office ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-004 · Supplied ChatGPT research · 2026-10-11 · accepted

              Deep Xiao i more than 4m answers; integrated services; 4.09m sensing streams citywide (do not count as 4m independent physical sensors).

          EV-009

          TECH-009

          Microgrid and V2G demonstration stations: Lianhuashan / Guangming Hongqiao demo sites.

          excluded_from_municipality_score

          • Shenzhen Municipal Government / Shenzhen Special Zone Daily ↗

            Original source examined in the supplied research record

            Evidence IDs, provenance and review states (1)
            • SRC-001 · Supplied ChatGPT research · 2026-10-11 · accepted

              Says 91% fault-affected users can receive automated restoration within 1 min; citywide fault localization/isolation/transfer.

          Shenzhen research report

          Shenzhen is classified 2C — conditional with Type Score 24.79 and Autonomy Score 17.92, under v0.2.3. The eight-domain decisions, deployment inventory and source review states above form this edition's reproducible assessment.

          Limitations

          • If grid automatic recovery uses only preprogrammed relay/transfer rather than demonstrable contextual action choice (A2) OR robotaxi/bus service does not reach material N scale, mandatory Level C two-domain breadth fails; autonomy would be at most B. Current score is a conditional research scenario requiring control-logic evidence, audit logs and independent corroboration.
          • Confirm with switching logs and independent engineering report that Shenzhen grid self-healing selects among dynamic restoration alternatives, not only fixed feeder-transfer rules; measure Shenzhen-only Pony robotaxi fleet, trips, and actual service-zone coverage.
          • The published 2C / 17.92 result is explicitly conditional. Available evidence shows automatic restoration and a station-specific dynamic-strategy exercise, but citywide contextual action selection across the grid still requires control-logic evidence, operating logs and independent corroboration. It is excluded from rankings of confirmed Level C cities.
          • MOB: Max per domain; Type and Autonomy winners assessed separately. Max per domain; Type and Autonomy winners assessed separately.
          • ENG: Max per domain; Type and Autonomy winners assessed separately. Conditional A2 judgment: citywide contextual restoration-strategy selection still requires control-logic evidence, operating logs and independent corroboration.
          • WAT: Max per domain; Type and Autonomy winners assessed separately. Max per domain; Type and Autonomy winners assessed separately.
          • GOV: Max per domain; Type and Autonomy winners assessed separately. Max per domain; Type and Autonomy winners assessed separately.
          Supplied research report archive · original wording preserved
          # Shenzhen — Smart City Dispatch v0.2.3 research report
          
          **Status:** PROVISIONAL RESEARCH · prepared 2026-10-11 · **2C — provisional, conditional operational autonomy**
          **Boundary:** Shenzhen municipality including urban districts under the municipal government; do not credit neighboring Dongguan, Guangzhou, or Hong Kong robotaxi or utilities.
          
          **Scores:** Type 24.79 (exact 24.79166666666666666666666666); Autonomy 17.92 (exact 17.91666666666666666666666667).
          **Conclusion:** Shenzhen is a provisional 2C candidate under SCD v0.2.3, supported by independently operating driverless mobility and the municipal self-healing electricity grid. Both domains show material in-city scale; water sensing and digital government add independent connected and Type 2 capabilities. No proof of three Type 3/D goal-directed service domains exists.
          
          ## Source audit
          Discovered: 12; examined: 12; accepted: 12; rejected: 0; inaccessible: 0; distinct publisher families: 8. These are this research edition's unique original URLs, not historical Sites search totals.
          
          ## Eight-domain decision table
          | Bucket | Type winning technology | T,c,g | Type pts | Autonomy winning technology | A,c,g | Autonomy pts |
          |---|---|---|---:|---|---|---:|
          | MOB | TECH-001 | 2,.65,1 | 5.42 | TECH-001 | 2,.65,1 | 5.42 |
          | ENG | TECH-002 | 2,1,1 | 8.33 | TECH-002 | 2,1,1 | 8.33 |
          | WAT | TECH-004 | 1,.65,1 | 2.71 | TECH-004 | 0,.65,1 | 0.00 |
          | BLD | — | —,—,0 | 0.00 | — | —,—,0 | 0.00 |
          | SAF | — | —,—,0 | 0.00 | — | —,—,0 | 0.00 |
          | ENV | — | —,—,0 | 0.00 | — | —,—,0 | 0.00 |
          | GOV | TECH-003 | 2,1,1 | 8.33 | TECH-003 | 1,1,1 | 4.17 |
          | HLT | — | —,—,0 | 0.00 | — | —,—,0 | 0.00 |
          
          **Sum, without per-domain rounding:** 24.79 Type, 17.92 Autonomy. The scoring formula is `100 × Σ_d 0.125 × max_i(g_i c_i T_i/3)` and its analogous A formula.
          **Mandatory gates:** Type≥2 domains at T≥2 = ['MOB', 'ENG', 'GOV']; Autonomy C domains at A≥2 = ['MOB', 'ENG']. Result: Type2 True; autonomy C True. Type3 and D gates not demonstrated.
          
          ## Technology inventory, evidence and exclusions
          ### TECH-001 — Pony.ai and Shenzhen Bus Group multi-district driverless passenger services
          - **Bucket:** MOB; **status:** operating production; **T=2, A=2, c=.65, g=1**; scope N.
          - Coverage evidence: Pony paid robotaxis serving Nanshan and airport/port corridors plus Qianhai/Luohu bus routes with >40k boardings on selected routes; separate operator fleets.
          - Human authority / actuation: L4 autonomous vehicles steer, brake and route with safety protocols; some bus services safety operator/limitations. Automatic passenger vehicle navigation and safety decisions.
          - Basis and limitations: N provisional: no published Shenzhen-only fleet denominator, geography polygons or total trips. Do NOT assign nationwide 1,975 vehicles to Shenzhen. Sources: SRC-002;SRC-003;SRC-010;SRC-012.
          ### TECH-002 — Municipality-serving digital power grid self-healing
          - **Bucket:** ENG; **status:** operating production; **T=2, A=2, c=1, g=1**; scope W.
          - Coverage evidence: Operator claims citywide self-healing system; 91% fault-affected customers can be automatically restored in one minute; all-voltage grid.
          - Human authority / actuation: Automated fault detection, isolation and service restoration; strategy-choice demonstration on one 110kV station. Fault isolation, feeder switching and power restoration.
          - Basis and limitations: A2 conditional on evidence that dynamic alternatives are actually selected throughout material grid, not just prescribed automatic transfer rules. Sources: SRC-001;SRC-006;SRC-007.
          ### TECH-003 — Deep Xiao i AI public government assistant and services
          - **Bucket:** GOV; **status:** operating production; **T=2, A=1, c=1, g=1**; scope W.
          - Coverage evidence: Across municipal services; more than 4 million intelligent Q&As since launch in Feb 2025; 45 unified services in 2025.
          - Human authority / actuation: Citizen-facing AI responds, recommends, guides filings; approvals under policy/human governance. Guided service workflows; not open-ended physical action choice.
          - Basis and limitations: Do not treat standard one-click official transaction processing as A2. Sources: SRC-004.
          ### TECH-004 — Municipal online hydraulic and drainage monitoring
          - **Bucket:** WAT; **status:** operating production; **T=1, A=0, c=.65, g=1**; scope N.
          - Coverage evidence: Online monitoring across 50 primary and 314 secondary drainage divisions; city rain/hydrological stations used for flood warnings.
          - Human authority / actuation: Water planners use online warnings and GIS; advanced predictive models currently zone pilot. Data alerts/work-order actions under human process.
          - Basis and limitations: N not all customer reach; digital twin in sample basins excluded from municipal T2. Sources: SRC-005.
          ### TECH-005 — Water predictive twin and Dasha river Harmony program
          - **Bucket:** WAT; **status:** pilot/under construction; **T=2, A=1, c=.35, g=0**; scope D.
          - Coverage evidence: Advanced modeling in test basins; Dasha all-basin platform launched 2026 but full feature completion future.
          - Human authority / actuation: Simulation and optimization advice, not verified independent pump actuation. 
          - Basis and limitations: g=0 for municipal scale and unverified operating decisions. Sources: SRC-005;SRC-011.
          ### TECH-006 — Single intersection fast-brain dynamic signal control
          - **Bucket:** MOB; **status:** operating localized pilot; **T=2, A=2, c=.15, g=0**; scope P.
          - Coverage evidence: One confirmed Guangming intersection.
          - Human authority / actuation: Real-time junction control but no extensive operating street coverage. Automatic phase timing.
          - Basis and limitations: Fails citywide N/W gate even if A2 local. Sources: SRC-008.
          ### TECH-007 — Longhua Avenue time-of-day AI-assisted signal plan
          - **Bucket:** MOB; **status:** operating localized corridor; **T=2, A=1, c=.35, g=0**; scope D.
          - Coverage evidence: 40 signal lights along 20.3-km corridor.
          - Human authority / actuation: Human-engineered plans 24 periods, feedback monitoring. Predesigned signal schedules.
          - Basis and limitations: Fails N/W city service scale gate; fixed plans do not prove A2. Sources: SRC-009.
          ### TECH-008 — Municipal CIM / digital twin and sensor data platform
          - **Bucket:** GOV; **status:** operating production; **T=2, A=1, c=1, g=1**; scope W.
          - Coverage evidence: CIM includes 4.09m connected sensing streams, 485 documented twin applications; many may be models/not production.
          - Human authority / actuation: Supports risk monitoring, simulation and officials, not evidence of automatic integrated multi-domain actuation. Decision support only; local workflows vary.
          - Basis and limitations: Same GOV bucket as Deep Xiao i; do not double-count or auto-promote to Level D. Sources: SRC-004.
          ### TECH-009 — Microgrid and V2G demonstration stations
          - **Bucket:** ENG; **status:** pilot; **T=2, A=1, c=.15, g=0**; scope P.
          - Coverage evidence: Lianhuashan / Guangming Hongqiao demo sites.
          - Human authority / actuation: Demonstration of bidirectional energy transfers in two stations. Test dispatch/transfer.
          - Basis and limitations: g=0: two individual facilities; not city-scale autonomy. Sources: SRC-001.
          
          ## Why not a higher classification
          Type 3 requires three distinct material T3 service domains and a score≥30; not demonstrated. Level D requires three independent goal-directed adaptive domains and score≥30; not demonstrated.
          Level C is gated by two materially operating distinct A2 service domains; Shenzhen conditionally meets it, pending verification of power restoration control logic and mobility scale.
          
          ## Sensitivity, limitations, editorial check
          If grid automatic recovery uses only preprogrammed relay/transfer rather than demonstrable contextual action choice (A2) OR robotaxi/bus service does not reach material N scale, mandatory Level C two-domain breadth fails; autonomy would be at most B. Current score is a conditional research scenario requiring control-logic evidence, audit logs and independent corroboration.
          Confirm with switching logs and independent engineering report that Shenzhen grid self-healing selects among dynamic restoration alternatives, not only fixed feeder-transfer rules; measure Shenzhen-only Pony robotaxi fleet, trips, and actual service-zone coverage.
          
          ## Source provenance
          - SRC-001 [Citywide digital grid with autonomous restoration](https://www.sz.gov.cn/cn/xxgk/zfxxgj/zwdt/content/mpost_13002230.html) — accepted. Says 91% fault-affected users can receive automated restoration within 1 min; citywide fault localization/isolation/transfer.
          - SRC-002 [Commercial driverless robotaxi Shenzhen network, 2026 midyear](https://www.sec.gov/Archives/edgar/data/1969302/000110465926098113/tm2623382d1_ex99-2.htm) — accepted. Issuer testimony to paid driverless Shenzhen operations, zones including Nanshan and airport/port; 1,975 fleet figure is all-city total NOT Shenzhen.
          - SRC-003 [Operating Qianhai autonomous routes and Luohu shuttle](https://en.szbus.com.cn/news_details/74.html) — accepted. Four Qianhai routes >40k riders and Luohu B888, distinct multi-district operating footprints.
          - SRC-004 [2025 top ten digital government smart city developments](https://www.sz.gov.cn/szzsj/gkmlpt/content/12/12608/post_12608373.html) — accepted. Deep Xiao i more than 4m answers; integrated services; 4.09m sensing streams citywide (do not count as 4m independent physical sensors).
          - SRC-005 [Digital transformation of municipal water, June 2026 interview](https://swj.sz.gov.cn/gkmlpt/content/12/12870/post_12870647.html) — accepted. Online drainage monitoring 50+314 zones, 284 hydraulic rainfall, 320 meteorological stations, 719 hydrological stations; advanced predictive models only some pilot areas.
          - SRC-006 [2025 power-grid AI monitoring](https://www.sz.gov.cn/cn/xxgk/zfxxgj/zwdt/content/post_12000023.html) — accepted. AI equipment anomaly advice with operators checking and acting; not autonomous operations.
          - SRC-007 [110 kV self-healing strategy selection field exercise](https://www.cpem.org.cn/list2/105812.html) — accepted. Automatic fault identification, dynamically generated service-recovery strategy and switching in 17 seconds; station-specific corroboration, does NOT alone prove citywide A2.
          - SRC-008 [Dual-brain adaptive signal intersection](https://www.sz.gov.cn/cn/xxgk/zfxxgj/bmdt/content/post_12727521.html) — accepted. Dynamic closed-loop traffic timing at ONE junction, excluded from municipal N/W gate.
          - SRC-009 [Longhua avenue hourly smart-signal project](https://www.sz.gov.cn/cn/xxgk/zfxxgj/bmdt/content/post_12670975.html) — accepted. 40 signalized intersections along 20.3 km road; area-limited, staff-in-loop plans not citywide Level C.
          - SRC-010 [Qianhai commercial/autonomous bus operation](https://qh.sz.gov.cn/sygnan/qhzx/dtzx/content/post_12202672.html) — accepted. Operator/local government description of L4 service and AI road/vehicle/cloud orchestration.
          - SRC-011 [2026 open-harmony Dasha river intelligent waters project](https://www.szns.gov.cn/english/news/latestnews/content/post_12702849.html) — accepted. Launch/under development; cannot infer fully operating autonomous water control.
          - SRC-012 [Robotaxi 2026 spring paid-order expansion](https://www.sec.gov/Archives/edgar/data/1969302/000110465926034888/tm269906d1_ex99-2.htm) — accepted. Paid Shenzhen orders in Jan/Feb > all 2025; supports real service not merely testing.
          
          ## Scope and import rules
          This is a research edition. Match existing canonical SCD city records, retain the source/technology/evidence IDs with edition-specific namespacing, preserve earlier versions, and recalculate deterministic scores before publishing. Do not treat search snippets or inaccessible PDFs as examined source material. Do not treat a score of 0 in an unsupported domain as proof of traditional/manual infrastructure.
          21 capability tags describe technologies; they do not alter eight independent 0.125 scoring buckets. No inferred duplicate credit across systems.
          

          Download published research edition (JSON) · Methodology

          Technology record

          Pony.ai and Shenzhen Bus Group multi-district driverless passenger servicesMunicipality-serving digital power grid self-healingDeep Xiao i AI public government assistant and servicesMunicipal online hydraulic and drainage monitoringMunicipal CIM / digital twin and sensor data platform

          Sources (50)

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          6. 06Brave Web Search: Shenzhen Air Pollution: Real-time Air Quality Index ↗
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          43. 43Shenzhen Municipal Water Affairs Bureau · SRC-005 (accepted) ↗
          44. 44Shenzhen city government / power reporter · SRC-006 (accepted) ↗
          45. 45CPEM / Southern Power Grid News · SRC-007 (accepted) ↗
          46. 46Shenzhen city government / traffic police · SRC-008 (accepted) ↗
          47. 47Shenzhen city government / traffic police · SRC-009 (accepted) ↗
          48. 48Shenzhen Bus Group / Qianhai Authority · SRC-010 (accepted) ↗
          49. 49Nanshan District Government · SRC-011 (accepted) ↗
          50. 50Pony.ai SEC filing · SRC-012 (accepted) ↗
          ← Smart City Atlas
          Knowledge graph · Shenzhen Smart CityPlace → systems → analysis

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