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

Smart City Atlas · Netherlands

Amsterdam

Municipal data, a city model, and collaborative innovation networks connect Amsterdam's digital and sustainability programs.

Netherlands · 52.3676, 4.9041

Profile scope · Amsterdam, North Holland, Netherlands; profile scope is the municipality.

Category
Existing city transformation
Smart City Maturity Type
Type 2 — Intelligent Smart City (Predict and Optimize)
Smart City Autonomy Level
Level B — AI Assisted
Assessment status
Published and assessed — provisional classification
Scale / population
~900,000 city; metro >2 million
Publication status
Published

Overview

Amsterdam provides municipal data services and a city model used in planning and development. Amsterdam Smart City is a cross-sector network, not a single technology vendor. The profile separates these institutions and records from individual product deployments.

Published city description

Known for smart mobility, energy transition, circular economy initiatives, and collaborative urban innovation.

Population and status

The City of Amsterdam's 2025 population projection reported roughly 934,000 residents at the start of 2025. Amsterdam is an established municipality pursuing digital and sustainability programs; the cited figure is municipal, not metropolitan.

Urban systems and data

The municipality describes the City Model Amsterdam and its data platform. These support planning, spatial analysis, and municipal data access. A model or platform alone does not establish a live digital twin or automated citywide operations.

Companies and applications

Amsterdam Smart City describes a network of public, private, knowledge, and civic partners. It should not be represented as a company or as proof that every network project is active. GIS and digital-twin methods are linked as relevant analytical approaches, not asserted deployments.

Publication review

The map point and current program sources must be verified by an Admin. Keep claims tied to the municipality, district, or named network in the source and date any participation figures.

Authoritative published assessment · v0.2.3

Classification · 2B

Type Score 13.54 / 100 · Autonomy Score 5.42 / 100

Research edition 2026-10-10-final-best-evidence-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

DomainType winner · T · coverageAutonomy winner · A · coverageType / Autonomy pointsEvidence and qualification
MOBUnknown · ? · Coverage: Unknown — not scoredUnknown · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000unknown_not_absent

retain_original_screening_no_new_qualified_evidence

    ENGUnknown · ? · Coverage: Unknown — not scoredUnknown · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000unknown_not_absent

    retain_original_screening_no_new_qualified_evidence

      WATUnknown · ? · Coverage: Unknown — not scoredUnknown · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000unknown_not_absent

      retain_original_screening_no_new_qualified_evidence

        BLDObject recognition for vulnerable bridges and quays · 2 · Coverage: N (0.65)Object recognition for vulnerable bridges and quays · 1 · Coverage: N (0.65)5.41666667 / 2.70833333included provisional

        retain_original_screening_no_new_qualified_evidence

        • Amsterdam Municipality / Dutch Algorithm Register ↗

          Original source examined in the recorded research stage

          Evidence IDs, provenance and review states (1)
          • SRC-AMS-001 · final14 · previous_screening_examined

            Production mobile image recognition for vulnerable bridges/quays, weekly across five districts, humans decide

        SAFUnknown · ? · Coverage: Unknown — not scoredUnknown · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000unknown_not_absent

        retain_original_screening_no_new_qualified_evidence

          ENVCity air quality monitoring stations · 1 · Coverage: N (0.65)Unknown · ? · Coverage: Unknown — not scored2.70833333 / 0.00000000included provisional

          retain_original_screening_no_new_qualified_evidence

          • GGD Amsterdam ↗

            Original source examined in the recorded research stage

            Evidence IDs, provenance and review states (1)
            • SRC-AMS-003 · final14 · previous_screening_examined

              Current city air monitoring network

          GOVStruck municipal planning-law AI assistant · 2 · Coverage: N (0.65)Struck municipal planning-law AI assistant · 1 · Coverage: N (0.65)5.41666667 / 2.70833333included provisional

          retain_original_screening_no_new_qualified_evidence

          • Amsterdam Municipality / Dutch Algorithm Register ↗

            Original source examined in the recorded research stage

            Evidence IDs, provenance and review states (1)
            • SRC-AMS-002 · final14 · previous_screening_examined

              Current planning regulation AI assistant; human checks; total service user penetration not given

          HLTUnknown · ? · Coverage: Unknown — not scoredUnknown · ? · Coverage: Unknown — not scored0.00000000 / 0.00000000unknown_not_absent

          retain_original_screening_no_new_qualified_evidence

            Eligible domain counts: T1+ 3; T2+ 2; T3 0; A1+ 2; A2+ 0; A3 0.

            Smart technology inventory

            Current winners and documented deployment evidence are reconciled below. Earlier screening records labeled Unclear do not establish deployment and do not contribute to scores.

            Technology / catalog referenceDomainStatus · coverageEvidence and limitations
            Object recognition for vulnerable bridges and quaysTECH-AMS-001BLDDeployed / operational · N

            included provisional retain_original_screening_no_new_qualified_evidence

            Recorded operating deployment

            • Amsterdam Municipality / Dutch Algorithm Register ↗

              Original source examined in the recorded research stage

              Evidence IDs, provenance and review states (1)
              • SRC-AMS-001 · final14 · previous_screening_examined

                Production mobile image recognition for vulnerable bridges/quays, weekly across five districts, humans decide

            City air quality monitoring stationsTECH-AMS-003ENVDeployed / operational · N

            included provisional retain_original_screening_no_new_qualified_evidence

            Recorded operating deployment

            • GGD Amsterdam ↗

              Original source examined in the recorded research stage

              Evidence IDs, provenance and review states (1)
              • SRC-AMS-003 · final14 · previous_screening_examined

                Current city air monitoring network

            Struck municipal planning-law AI assistantTECH-AMS-002GOVDeployed / operational · N

            included provisional retain_original_screening_no_new_qualified_evidence

            Recorded operating deployment

            • Amsterdam Municipality / Dutch Algorithm Register ↗

              Original source examined in the recorded research stage

              Evidence IDs, provenance and review states (1)
              • SRC-AMS-002 · final14 · previous_screening_examined

                Current planning regulation AI assistant; human checks; total service user penetration not given

            Municipal digital transaction servicesSCD-TP-051GOVUnclear · 1

            Earlier screening evidence; not independently final-verified. City-level services; GOV maximum separately computed

            Unverified, excluded, pilot, or unclear technology — not an established scoring deployment · Best-evidence inference / additional verification required · Historical evidence carried forward

            • Amsterdam Municipality ↗

              Original source examined in the recorded research stage

              Evidence IDs, provenance and review states (1)
              • SRC-AMS-005 · final14 · previous_screening_examined_earlier

                Online municipal services

            Intelligent traffic algorithm iVRISCD-TP-005MOBUnclear · 0.65

            Earlier screening evidence; not independently final-verified. Register marks it out of use; cannot count

            Unverified, excluded, pilot, or unclear technology — not an established scoring deployment · Best-evidence inference / additional verification required · Historical evidence carried forward

            68-pattern research audit · unknown does not mean absent

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

            [
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-001",
                "catalog_technology": "Connected smartcard fare validators",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-002",
                "catalog_technology": "Biometric Metro fare access",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|9|11|12",
                "catalog_T_reference": "2",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-003",
                "catalog_technology": "Connected transit vehicle location telemetry",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|8|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-004",
                "catalog_technology": "AI transit-dispatch recommendations",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-005",
                "catalog_technology": "Adaptive network traffic-signal optimization",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|8|11|14|17|18",
                "catalog_T_reference": "2",
                "catalog_A_reference": "2",
                "screening_status": "documented_excluded_or_pending",
                "linked_technology_ids": "TECH-AMS-005",
                "operational_statuses": "discontinued",
                "audit_note": "Register marks it out of use; cannot count",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-006",
                "catalog_technology": "Fixed-rule bus transit-signal priority",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|9|17",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-007",
                "catalog_technology": "Fully automatic driverless metro operation",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|8|11|17|18",
                "catalog_T_reference": "2",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-008",
                "catalog_technology": "Autonomous ground delivery robots",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|8|11|12|16|18",
                "catalog_T_reference": "3",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-009",
                "catalog_technology": "Robotaxi autonomous road service",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|8|12|16|18|19",
                "catalog_T_reference": "3",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-010",
                "catalog_technology": "Connected parking occupancy guidance",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|8|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-011",
                "catalog_technology": "Predictive municipal fleet maintenance",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-012",
                "catalog_technology": "Congestion forecasting and advisory dashboard",
                "primary_scoring_domain": "MOB",
                "canonical_21_domain_ids": "1|11|12|13",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-013",
                "catalog_technology": "Electricity advanced metering infrastructure",
                "primary_scoring_domain": "ENG",
                "canonical_21_domain_ids": "2|8|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-014",
                "catalog_technology": "Grid SCADA monitoring and alarm center",
                "primary_scoring_domain": "ENG",
                "canonical_21_domain_ids": "2|8|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-015",
                "catalog_technology": "Fixed-protection automatic feeder reclosers",
                "primary_scoring_domain": "ENG",
                "canonical_21_domain_ids": "2|8|9|17",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-016",
                "catalog_technology": "Self-healing distribution reconfiguration (FLISR)",
                "primary_scoring_domain": "ENG",
                "canonical_21_domain_ids": "2|11|14|17|18",
                "catalog_T_reference": "2",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-017",
                "catalog_technology": "AI short-term load forecasting advisory",
                "primary_scoring_domain": "ENG",
                "canonical_21_domain_ids": "2|12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-018",
                "catalog_technology": "Autonomous DER portfolio dispatch",
                "primary_scoring_domain": "ENG",
                "canonical_21_domain_ids": "2|10|11|14|17|18",
                "catalog_T_reference": "2",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-019",
                "catalog_technology": "Preset microgrid islanding protection",
                "primary_scoring_domain": "ENG",
                "canonical_21_domain_ids": "2|8|17",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-020",
                "catalog_technology": "Goal-directed microgrid energy optimizer",
                "primary_scoring_domain": "ENG",
                "canonical_21_domain_ids": "2|14|16|17|18|19",
                "catalog_T_reference": "3",
                "catalog_A_reference": "3",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-021",
                "catalog_technology": "Fixed-rule automated demand response",
                "primary_scoring_domain": "ENG",
                "canonical_21_domain_ids": "2|9|17",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-022",
                "catalog_technology": "Connected household smart water meters",
                "primary_scoring_domain": "WAT",
                "canonical_21_domain_ids": "3|8|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-023",
                "catalog_technology": "Acoustic water network leakage telemetry",
                "primary_scoring_domain": "WAT",
                "canonical_21_domain_ids": "3|8|9",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-024",
                "catalog_technology": "AI leak localization with human dispatch",
                "primary_scoring_domain": "WAT",
                "canonical_21_domain_ids": "3|12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-025",
                "catalog_technology": "Conventional pumping/pressure SCADA control",
                "primary_scoring_domain": "WAT",
                "canonical_21_domain_ids": "3|8|11|17",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-026",
                "catalog_technology": "Autonomous network pressure optimization",
                "primary_scoring_domain": "WAT",
                "canonical_21_domain_ids": "3|13|14|17|18",
                "catalog_T_reference": "2",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-027",
                "catalog_technology": "Conventional automatic treatment chemical dosing",
                "primary_scoring_domain": "WAT",
                "canonical_21_domain_ids": "3|8|17",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-028",
                "catalog_technology": "AI drinking-water treatment adviser",
                "primary_scoring_domain": "WAT",
                "canonical_21_domain_ids": "3|12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-029",
                "catalog_technology": "Autonomous wastewater process optimization",
                "primary_scoring_domain": "WAT",
                "canonical_21_domain_ids": "3|11|14|17|18",
                "catalog_T_reference": "2",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-030",
                "catalog_technology": "Fixed schedule municipal streetlights",
                "primary_scoring_domain": "BLD",
                "canonical_21_domain_ids": "4|17",
                "catalog_T_reference": "0",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-031",
                "catalog_technology": "Connected streetlight fault monitoring",
                "primary_scoring_domain": "BLD",
                "canonical_21_domain_ids": "4|8|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-032",
                "catalog_technology": "Ambient-sensor streetlight dimming",
                "primary_scoring_domain": "BLD",
                "canonical_21_domain_ids": "4|8|9|17",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-033",
                "catalog_technology": "Adaptive urban lighting strategy optimizer",
                "primary_scoring_domain": "BLD",
                "canonical_21_domain_ids": "4|8|14|17|18",
                "catalog_T_reference": "2",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-034",
                "catalog_technology": "Connected conventional building management systems",
                "primary_scoring_domain": "BLD",
                "canonical_21_domain_ids": "4|8|9|17",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-035",
                "catalog_technology": "AI building energy management adviser",
                "primary_scoring_domain": "BLD",
                "canonical_21_domain_ids": "4|12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-036",
                "catalog_technology": "District-scale autonomous HVAC optimizer",
                "primary_scoring_domain": "BLD",
                "canonical_21_domain_ids": "4|10|13|14|17|18",
                "catalog_T_reference": "2",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-037",
                "catalog_technology": "Bridge/structural health IoT monitoring",
                "primary_scoring_domain": "BLD",
                "canonical_21_domain_ids": "4|8|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-038",
                "catalog_technology": "Police facial-watchlist identification alerts",
                "primary_scoring_domain": "SAF",
                "canonical_21_domain_ids": "5|11|12|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-039",
                "catalog_technology": "Integrated situational-awareness camera feeds",
                "primary_scoring_domain": "SAF",
                "canonical_21_domain_ids": "5|8|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-040",
                "catalog_technology": "AI acoustic gunshot classification alerts",
                "primary_scoring_domain": "SAF",
                "canonical_21_domain_ids": "5|8|12|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-041",
                "catalog_technology": "Predictive flood warning decision support",
                "primary_scoring_domain": "SAF",
                "canonical_21_domain_ids": "5|12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-042",
                "catalog_technology": "AI emergency resource dispatch recommendations",
                "primary_scoring_domain": "SAF",
                "canonical_21_domain_ids": "5|12|14|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-043",
                "catalog_technology": "Autonomous flood barrier and sluice coordination",
                "primary_scoring_domain": "SAF",
                "canonical_21_domain_ids": "5|8|14|17|18",
                "catalog_T_reference": "2",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-044",
                "catalog_technology": "Autonomous emergency inspection drones",
                "primary_scoring_domain": "SAF",
                "canonical_21_domain_ids": "5|8|12|16|18",
                "catalog_T_reference": "3",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-045",
                "catalog_technology": "Continuous municipal air-quality sensor network",
                "primary_scoring_domain": "ENV",
                "canonical_21_domain_ids": "6|8|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "operating_candidate",
                "linked_technology_ids": "TECH-AMS-003",
                "operational_statuses": "operating production",
                "audit_note": "Multi-site GGD network; exact in-city sites to confirm",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-046",
                "catalog_technology": "Connected urban noise monitoring",
                "primary_scoring_domain": "ENV",
                "canonical_21_domain_ids": "6|8|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-047",
                "catalog_technology": "Smart-bin waste-fill telemetry",
                "primary_scoring_domain": "ENV",
                "canonical_21_domain_ids": "6|8|9",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-048",
                "catalog_technology": "Timed pneumatic municipal waste collection",
                "primary_scoring_domain": "ENV",
                "canonical_21_domain_ids": "6|9|17",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-049",
                "catalog_technology": "Autonomous robotic waste sorting",
                "primary_scoring_domain": "ENV",
                "canonical_21_domain_ids": "6|12|16|17|18",
                "catalog_T_reference": "3",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-050",
                "catalog_technology": "AI waste-fleet route planning advisory",
                "primary_scoring_domain": "ENV",
                "canonical_21_domain_ids": "6|12|13|14|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-051",
                "catalog_technology": "Online municipal service transaction portal",
                "primary_scoring_domain": "GOV",
                "canonical_21_domain_ids": "7|9",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "operating_candidate",
                "linked_technology_ids": "TECH-AMS-004",
                "operational_statuses": "operating production",
                "audit_note": "City-level services; GOV maximum separately computed",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-052",
                "catalog_technology": "Generative-AI city information chatbot",
                "primary_scoring_domain": "GOV",
                "canonical_21_domain_ids": "7|9|12|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-053",
                "catalog_technology": "AI citizen-case prioritization adviser",
                "primary_scoring_domain": "GOV",
                "canonical_21_domain_ids": "7|12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "operating_candidate",
                "linked_technology_ids": "TECH-AMS-002",
                "operational_statuses": "operating production",
                "audit_note": "Register says in use; city-wide occupational penetration not provided, N category provisional",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-054",
                "catalog_technology": "Urban digital twin for planning decisions",
                "primary_scoring_domain": "GOV",
                "canonical_21_domain_ids": "10|12|13|15|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-055",
                "catalog_technology": "AI-supported municipal procurement risk review",
                "primary_scoring_domain": "GOV",
                "canonical_21_domain_ids": "7|12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-056",
                "catalog_technology": "Connected remote patient monitoring",
                "primary_scoring_domain": "HLT",
                "canonical_21_domain_ids": "8|9|11|19",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-057",
                "catalog_technology": "Connected ambulance location and status",
                "primary_scoring_domain": "HLT",
                "canonical_21_domain_ids": "8|9|11",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-058",
                "catalog_technology": "AI clinical decision-support recommender",
                "primary_scoring_domain": "HLT",
                "canonical_21_domain_ids": "12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-059",
                "catalog_technology": "Fixed-rule automated medication dispensing",
                "primary_scoring_domain": "HLT",
                "canonical_21_domain_ids": "9|17",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-060",
                "catalog_technology": "Autonomous hospital logistics robot fleet",
                "primary_scoring_domain": "HLT",
                "canonical_21_domain_ids": "8|12|16|18",
                "catalog_T_reference": "3",
                "catalog_A_reference": "2",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-061",
                "catalog_technology": "Unified government-service portal with cross-agency transactions",
                "primary_scoring_domain": "GOV",
                "canonical_21_domain_ids": "7|9|10|19",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-062",
                "catalog_technology": "Integrated digital identity and government data exchange",
                "primary_scoring_domain": "GOV",
                "canonical_21_domain_ids": "7|9|10|19",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-063",
                "catalog_technology": "AI-assisted government eligibility and case assessment",
                "primary_scoring_domain": "GOV",
                "canonical_21_domain_ids": "7|12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-064",
                "catalog_technology": "Integrated electronic health records and patient-service platform",
                "primary_scoring_domain": "HLT",
                "canonical_21_domain_ids": "9|10|19",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-065",
                "catalog_technology": "AI clinical triage with clinician approval",
                "primary_scoring_domain": "HLT",
                "canonical_21_domain_ids": "12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-066",
                "catalog_technology": "Citywide school learning and administration platform",
                "primary_scoring_domain": "GOV*",
                "canonical_21_domain_ids": "7|9|10",
                "catalog_T_reference": "1",
                "catalog_A_reference": "0",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-067",
                "catalog_technology": "AI-assisted personalized education and teacher decision support",
                "primary_scoring_domain": "GOV*",
                "canonical_21_domain_ids": "7|12|13|19",
                "catalog_T_reference": "2",
                "catalog_A_reference": "1",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              },
              {
                "city": "Amsterdam",
                "pattern_id": "SCD-TP-068",
                "catalog_technology": "Integrated cognitive city digital twin / cross-domain autonomous city operations",
                "primary_scoring_domain": "GOV",
                "canonical_21_domain_ids": "8|10|11|12|13|14|15|17|18|19",
                "catalog_T_reference": "3",
                "catalog_A_reference": "3",
                "screening_status": "not_verified_in_limited_source_review",
                "linked_technology_ids": "",
                "operational_statuses": "",
                "audit_note": "No matched credible claim in this first-pass shortlist. UNKNOWN; not confirmed absent.",
                "scope": "First-pass shortlist only; Sites city URL corpus not supplied"
              }
            ]

            Sources and evidence

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

            • Amsterdam Municipality / Dutch Algorithm Register ↗

              Production mobile image recognition for vulnerable bridges/quays, weekly across five districts, humans decide

              Original source examined in the recorded research stage

              Evidence IDs, provenance and review states (1)
              • SRC-AMS-001 · final14 · previous_screening_examined
            • GGD Amsterdam ↗

              Current city air monitoring network

              Original source examined in the recorded research stage

              Evidence IDs, provenance and review states (1)
              • SRC-AMS-003 · final14 · previous_screening_examined
            • Amsterdam Municipality / Dutch Algorithm Register ↗

              Current planning regulation AI assistant; human checks; total service user penetration not given

              Original source examined in the recorded research stage

              Evidence IDs, provenance and review states (1)
              • SRC-AMS-002 · final14 · previous_screening_examined
            • Amsterdam Municipality ↗

              Online municipal services

              Original source examined in the recorded research stage

              Evidence IDs, provenance and review states (1)
              • SRC-AMS-005 · final14 · previous_screening_examined_earlier
            • Amsterdam Municipality / Dutch Algorithm Register ↗

              Named algorithm marked out of use; cannot score

              Original source examined in the recorded research stage

              Evidence IDs, provenance and review states (1)
              • SRC-AMS-004 · final14 · previous_screening_examined_earlier

            Amsterdam research report

            Amsterdam is classified 2B with Type Score 13.54 and Autonomy Score 5.42, under v0.2.3. The eight-domain decisions, deployment inventory and source review states above form this edition's reproducible assessment.

            Limitations

            • BLD: included provisional retain_original_screening_no_new_qualified_evidence
            • ENV: included provisional retain_original_screening_no_new_qualified_evidence
            • GOV: included provisional retain_original_screening_no_new_qualified_evidence
            Supplied research report archive · original wording preserved
            # SCD — Seven-City Final Best-Evidence Research Edition (2026-10-10)
            
            **Methodology:** Approved quantitative v0.2.3 (unchanged weights, thresholds, eight buckets, coefficients, and 68-pattern taxonomy).  
            **Research standing:** FINAL FOR THIS DATED EDITION by editor-authorized best-evidence judgment, not a claim of exhaustive proof or permanence.  
            **Site status:** Not imported, not published. No live SCD records or user-facing city pages changed.  
            **Limitations:** Full SCD Sites source exports were not supplied; the preceding 68×7 screening was bounded and the later seven-city re-audit targeted. The figures represent evaluated evidence and justified assumptions, not objective full-universe technology prevalence.
            
            ## Decision table
            
            | City | Type raw / displayed | Autonomy raw / displayed | Final classification | T2 domains | C domains |
            |---|---:|---:|---|---:|---:|
            | Amsterdam | 13.54166667 / **13.54** | 5.41666667 / **5.42** | **2B** | 2 | 0 |
            | London | 22.08333333 / **22.08** | 12.50000000 / **12.50** | **2B** | 2 | 1 |
            | Shanghai | 17.91666667 / **17.92** | 11.04166667 / **11.04** | **2B** | 2 | 1 |
            | Dubai | 26.25000000 / **26.25** | 16.45833333 / **16.46** | **2C** | 3 | 2 |
            | Seoul | 19.16666667 / **19.17** | 12.29166667 / **12.29** | **2B** | 3 | 1 |
            | Tokyo | 13.75000000 / **13.75** | 9.58333333 / **9.58** | **2B** | 2 | 1 |
            | Helsinki | 23.54166667 / **23.54** | 8.33333333 / **8.33** | **2B** | 2 | 0 |
            
            Raw domain values are calculated using 100 × 0.125 × g × c × T/3 and its autonomy analogue, with separate maxima for each domain. Display to two decimals using ROUND_HALF_UP. Zero for an unverified domain means **no accepted positive contribution**, not a finding that the city lacks the capability.
            
            ## Dubai editorial decision and reversal gate
            
            Dubai **2C, 26.25 / 16.46** is an explicitly documented **best-evidence inference**, not the result of a privately obtained SCADA specification. The 2025 DEWA Smart Grid Report (pp. 13–14) confirms implemented FLISR including ASGR in production distribution operations. DEWA 2024 and 2026 releases independently across time describe round-the-clock automatic isolation/restoration without human intervention. FLISR linked to network state-estimation/flow supports a reasonable operational contextual-control interpretation, rather than equating simple fault relay trips with C. The system is assumed materially city-serving N (`c=.65`) even though exact commissioned feeder coverage is not published. This is a research-judgment eligibility assignment under the editor's best-guess authorization; it **is not externally verified N-scope**.
            
            If a later operational audit shows ASGR operates only in isolated pilot feeders, or its operating logic cannot select context-dependent restoration actions, downgrade Energy from C to B and record a new revision: **Dubai 26.25 / 15.21 — 2B**. A sufficiently documented W-scale FLISR can instead support **26.25 / 19.38 — 2C**. This ambiguity is stated openly rather than hidden in the numeric result.
            
            Primary DEWA evidence:
            
            - [2025 Smart Grid Report, FLISR/ASGR implemented, PDF p.14](https://www.dewa.gov.ae/-/media/Files/smartgrid/Smart-Grid_Report_2025_EN_Final.ashx)
            - [2024 operator report on automatic restoration without intervention](https://www.dewa.gov.ae/en/about-us/media-publications/latest-news/2024/12/electricity-and-water-smart-grid-supports)
            - [2026 operator account of uninterrupted automated feeder restoration](https://dewa.gov.ae/en/about-us/media-publications/latest-news/2026/7/dewa-provides-a-practical-model)
            - [2022 Hydronet water AI as non-C-confirmed context](https://dewa.gov.ae/en/about-us/media-publications/latest-news/2022/07/dewa-uses-ai-to-improve-the-efficiency-of-the-water-network)
            
            ## City-by-city decision, exclusions, and next-higher tests
            
            ### Amsterdam — 2B (13.54 / 5.42)
            
            **Included evidence and rationale.** Production municipality algorithm services in Buildings and Digital Government, plus multi-site environmental monitoring. The discontinued intelligent traffic-signal system receives no credit.
            
            **Remaining uncertainty / excluded evidence.** Borough penetration of object-recognition and municipal planning AI is inferred at material-service-network scale; no presently qualifying Mobility C identified. Other undocumented systems remain unknown, not absent.
            
            **Why not the next class.** Type 3 would require ≥30 and three distinct qualifying T3 service domains; neither is supported. Level C requires ≥10 autonomy points **and** two distinct independently acting C domains; that breadth is not shown. The autonomy score is also below 10.
            
            **Change trigger for next edition.** New verified service-network mobility control, urban utilities, or an independently operating second Type 2 domain could increase scores.
            
            **Domain calculations.**
            
            | Domain | T winner | T scale, score | A winner | A scale, score |
            |---|---|---:|---|---:|
            | MOB | unknown | —, 0.00 | unknown | —, 0.00 |
            | ENG | unknown | —, 0.00 | unknown | —, 0.00 |
            | WAT | unknown | —, 0.00 | unknown | —, 0.00 |
            | BLD | TECH-AMS-001 | N, 5.42 | TECH-AMS-001 | N, 2.71 |
            | SAF | unknown | —, 0.00 | unknown | —, 0.00 |
            | ENV | TECH-AMS-003 | N, 2.71 | unknown | —, 0.00 |
            | GOV | TECH-AMS-002 | N, 5.42 | TECH-AMS-002 | N, 2.71 |
            | HLT | unknown | —, 0.00 | unknown | —, 0.00 |
            
            ### London — 2B (22.08 / 12.50)
            
            **Included evidence and rationale.** TfL SCOOT adaptive traffic control is treated as broad operating control; DLR provides independent confirmation of operational mobility autonomy but cannot count in a second domain. Planning London Datahub, connected water meters and air monitors add Type coverage.
            
            **Remaining uncertainty / excluded evidence.** Broad city-service coverage of deployed SCOOT is an editorial interpretation drawn from historical network counts and operating control descriptions, not a current borough-by-borough census; no second Level C domain.
            
            **Why not the next class.** Type 3 would require ≥30 and three distinct qualifying T3 service domains; neither is supported. Level C requires ≥10 autonomy points **and** two distinct independently acting C domains; that breadth is not shown. The autonomy score clears 10 but breadth does not.
            
            **Change trigger for next edition.** Current SCOOT coverage inventory would adjust Mobility points. DLR-only sensitivity gives 19.17 / 9.58 without changing 2B.
            
            **Domain calculations.**
            
            | Domain | T winner | T scale, score | A winner | A scale, score |
            |---|---|---:|---|---:|
            | MOB | SCOOT traffic-signal optimization across London | W, 8.33 | SCOOT traffic-signal optimization across London | W, 8.33 |
            | ENG | unknown | —, 0.00 | unknown | —, 0.00 |
            | WAT | TECH-LON-004 | N, 2.71 | unknown | —, 0.00 |
            | BLD | unknown | —, 0.00 | unknown | —, 0.00 |
            | SAF | unknown | —, 0.00 | unknown | —, 0.00 |
            | ENV | TECH-LON-005 | N, 2.71 | unknown | —, 0.00 |
            | GOV | TECH-LON-003 | W, 8.33 | TECH-LON-003 | W, 4.17 |
            | HLT | unknown | —, 0.00 | unknown | —, 0.00 |
            
            ### Shanghai — 2B (17.92 / 11.04)
            
            **Included evidence and rationale.** Multiple operating GoA4 automated metro lines support Mobility Level C; operational power-network analytics and digital-government platforms support Type 2.
            
            **Remaining uncertainty / excluded evidence.** Localized electrical self-healing installations do not establish material city-serving Level C Energy deployment; citywide water control remains unverified.
            
            **Why not the next class.** Type 3 would require ≥30 and three distinct qualifying T3 service domains; neither is supported. Level C requires ≥10 autonomy points **and** two distinct independently acting C domains; that breadth is not shown. The autonomy score clears 10 but breadth does not.
            
            **Change trigger for next edition.** Verified city-serving electricity/water autonomous actuation would create a candidate second Level C domain.
            
            **Domain calculations.**
            
            | Domain | T winner | T scale, score | A winner | A scale, score |
            |---|---|---:|---|---:|
            | MOB | TECH-SHA-001 | W, 8.33 | TECH-SHA-001 | W, 8.33 |
            | ENG | TECH-SHA-003 | N, 5.42 | TECH-SHA-003 | N, 2.71 |
            | WAT | unknown | —, 0.00 | unknown | —, 0.00 |
            | BLD | unknown | —, 0.00 | unknown | —, 0.00 |
            | SAF | unknown | —, 0.00 | unknown | —, 0.00 |
            | ENV | unknown | —, 0.00 | unknown | —, 0.00 |
            | GOV | TECH-SHA-004 | W, 4.17 | unknown | —, 0.00 |
            | HLT | unknown | —, 0.00 | unknown | —, 0.00 |
            
            ### Dubai — 2C (26.25 / 16.46)
            
            **Included evidence and rationale.** Operating driverless Dubai Metro provides Mobility C. DEWA's implemented FLISR/ASGR identifies/isolates electrical faults and restores customers automatically without routine human intervention. Best-evidence editorial judgment assigns N-scale contextual Energy C. Hydronet is retained as Water Type 2/B.
            
            **Remaining uncertainty / excluded evidence.** The exact share of DEWA feeders under ASGR and full restoration action-selection logic are not published. Material-network N scale and adaptive strategy choice are explicit editorial inferences, not independently verified engineering specifications.
            
            **Why not the next class.** Type 3 would require ≥30 and three distinct qualifying T3 service domains; neither is supported. Level D would require ≥30 and three distinct A3 domains, neither is met.
            
            **Change trigger for next edition.** If ASGR fails the N-scale or contextual decision-selection test, revert to 26.25 / 15.21 and 2B; if W-scale is verified, A could reach 19.38 (2C).
            
            **Domain calculations.**
            
            | Domain | T winner | T scale, score | A winner | A scale, score |
            |---|---|---:|---|---:|
            | MOB | TECH-DUB-001 | W, 8.33 | TECH-DUB-001 | W, 8.33 |
            | ENG | TECH-DUB-002 | W, 8.33 | DEWA ASGR/FLISR feeder reconfiguration | N, 5.42 |
            | WAT | TECH-DUB-003 | N, 5.42 | TECH-DUB-003 | N, 2.71 |
            | BLD | unknown | —, 0.00 | unknown | —, 0.00 |
            | SAF | unknown | —, 0.00 | unknown | —, 0.00 |
            | ENV | unknown | —, 0.00 | unknown | —, 0.00 |
            | GOV | TECH-DUB-004 | W, 4.17 | unknown | —, 0.00 |
            | HLT | unknown | —, 0.00 | unknown | —, 0.00 |
            
            ### Seoul — 2B (19.17 / 12.29)
            
            **Included evidence and rationale.** Ui-Sinseol and Sillim are operating driverless urban-rail networks; production intelligent CCTV and S-Map support Public Safety and Digital Government Type 2.
            
            **Remaining uncertainty / excluded evidence.** Driverless rail N-scale is based on functional service significance, not area percentage. Advanced water-control references are pilot or insufficiently localized; no second C domain.
            
            **Why not the next class.** Type 3 would require ≥30 and three distinct qualifying T3 service domains; neither is supported. Level C requires ≥10 autonomy points **and** two distinct independently acting C domains; that breadth is not shown. The autonomy score clears 10 but breadth does not.
            
            **Change trigger for next edition.** Corroborated operating production Water/Energy autonomous controls would change the autonomy level if breadth and score gates pass.
            
            **Domain calculations.**
            
            | Domain | T winner | T scale, score | A winner | A scale, score |
            |---|---|---:|---|---:|
            | MOB | Ui-Sinseol and Sillim driverless rail operations | N, 5.42 | Ui-Sinseol and Sillim driverless rail operations | N, 5.42 |
            | ENG | unknown | —, 0.00 | unknown | —, 0.00 |
            | WAT | unknown | —, 0.00 | unknown | —, 0.00 |
            | BLD | unknown | —, 0.00 | unknown | —, 0.00 |
            | SAF | TECH-SEO-002 | N, 5.42 | TECH-SEO-002 | N, 2.71 |
            | ENV | unknown | —, 0.00 | unknown | —, 0.00 |
            | GOV | TECH-SEO-001 | W, 8.33 | TECH-SEO-001 | W, 4.17 |
            | HLT | unknown | —, 0.00 | unknown | —, 0.00 |
            
            ### Tokyo — 2B (13.75 / 9.58)
            
            **Included evidence and rationale.** Yurikamome is an operating automated passenger rail network. Operating Tokyo-wide education AI platform is counted in GOV, the agreed temporary crosswalk.
            
            **Remaining uncertainty / excluded evidence.** Yurikamome N-scale is functionally material despite limited service area. Education GOV classification is the frozen crosswalk, and several Smart Tokyo technologies are only proposed or rolling out.
            
            **Why not the next class.** Type 3 would require ≥30 and three distinct qualifying T3 service domains; neither is supported. Level C requires ≥10 autonomy points **and** two distinct independently acting C domains; that breadth is not shown. The autonomy score is also below 10.
            
            **Change trigger for next edition.** Broader operating mature infrastructure and healthcare deployments would likely raise the evidence score.
            
            **Domain calculations.**
            
            | Domain | T winner | T scale, score | A winner | A scale, score |
            |---|---|---:|---|---:|
            | MOB | Yurikamome driverless rail | N, 5.42 | Yurikamome driverless rail | N, 5.42 |
            | ENG | unknown | —, 0.00 | unknown | —, 0.00 |
            | WAT | unknown | —, 0.00 | unknown | —, 0.00 |
            | BLD | unknown | —, 0.00 | unknown | —, 0.00 |
            | SAF | unknown | —, 0.00 | unknown | —, 0.00 |
            | ENV | unknown | —, 0.00 | unknown | —, 0.00 |
            | GOV | TECH-TOK-001 | W, 8.33 | TECH-TOK-001 | W, 4.17 |
            | HLT | unknown | —, 0.00 | unknown | —, 0.00 |
            
            ### Helsinki — 2B (23.54 / 8.33)
            
            **Included evidence and rationale.** Helen’s live district-heating digital twin materially serves a network supplying roughly 90% of Helsinki; GOV city modeling and HLT digital health contribute further Type score.
            
            **Remaining uncertainty / excluded evidence.** W-scale digital-twin coverage is vendor-backed and operator corroboration is limited. Automation remains decision-support B because autonomous execution of heat dispatch was not demonstrated.
            
            **Why not the next class.** Type 3 would require ≥30 and three distinct qualifying T3 service domains; neither is supported. Level C requires ≥10 autonomy points **and** two distinct independently acting C domains; that breadth is not shown. The autonomy score is also below 10.
            
            **Change trigger for next edition.** Verified operating energy-dispatch autonomy or second autonomous domain could change autonomy score and label.
            
            **Domain calculations.**
            
            | Domain | T winner | T scale, score | A winner | A scale, score |
            |---|---|---:|---|---:|
            | MOB | TECH-HEL-003 | N, 2.71 | unknown | —, 0.00 |
            | ENG | Helen district-heating real-time digital twin | W, 8.33 | Helen district-heating real-time digital twin | W, 4.17 |
            | WAT | unknown | —, 0.00 | unknown | —, 0.00 |
            | BLD | unknown | —, 0.00 | unknown | —, 0.00 |
            | SAF | unknown | —, 0.00 | unknown | —, 0.00 |
            | ENV | unknown | —, 0.00 | unknown | —, 0.00 |
            | GOV | TECH-HEL-001 | W, 8.33 | TECH-HEL-001 | W, 4.17 |
            | HLT | TECH-HEL-002 | W, 4.17 | unknown | —, 0.00 |
            
            ## Research completeness and source provenance
            
            The baseline source register has **39 recorded candidate URLs** (22 marked examined at initial screening, eight examined earlier, three inaccessible, six with no full original examination); the subsequent targeted re-audit has **28 referenced URLs**, including 11 marked original pages opened at some point in the prior audit, 13 search-excerpt-only references, and four other/not-confirmed references. These are **separate batches, not additive source totals**, because the URL lists overlap.
            
            In the present completion step, **five DEWA original publications were opened** (the 2025 Smart Grid PDF, June 2026 update, and 2024, July 2026 and July 2022 releases), of which three are new exact URLs relative to the preceding registers. The appended source register preserves access statuses. Source counts are provenance-limited; they do not imply a comprehensive audit of all Sites-held sources.
            
            ### City source-register tally (distinct city-URL keys; some review statuses are inherited from earlier work)
            
            | City | Unique URLs recorded | Opened/examined in some pass | URLs accepted in at least one earlier pass | Inaccessible/unconfirmed | No full original examination recorded |
            |---|---:|---:|---:|---:|---:|
            | Amsterdam | 7 | 5 | 3 | 0 | 2 |
            | London | 10 | 7 | 9 | 0 | 3 |
            | Shanghai | 9 | 3 | 1 | 2 | 6 |
            | Dubai | 14 | 9 | 9 | 2 | 5 |
            | Seoul | 10 | 6 | 5 | 0 | 4 |
            | Tokyo | 8 | 7 | 5 | 0 | 1 |
            | Helsinki | 8 | 6 | 5 | 0 | 2 |
            
            Counts of accepted and examined are not disjoint. The source register also contains rejected/limited sources with exclusion reasons; duplicate URLs are retained as provenance records, while the table de-duplicates by city and URL. The previous targeted register recorded 16 distinct publisher organizations; because combined publisher labels are not normalized, no inflated all-pass publisher count is claimed.
            
            ## Change-control rules
            
            1. This dated decision **closes** the seven-city research edition. Do not silently change these figures or reuse the word “provisional” for this fixed edition. Unknowns and assumptions remain disclosed.
            2. Any material new evidence opens a new dated city research revision; retain this version and compare domain-level score deltas, new scores, label, sources and methodology version.
            3. A full SCD source-URL export can improve future versions; its absence does not reopen this edition automatically.
            4. This archive is **research data, not a Sites import/package or publication authorization**. Before any production action, match actual database city IDs, validate site importer implementation and get a separate explicit publishing instruction.
            5. Neither Type and Autonomy scores nor the classification labels are changed for any older calibration city; Singapore 2B, Moscow 2B and other approved historical regression fixtures stay preserved.
            
            

            Download published research edition (JSON) · Methodology

            Technology record

            Object recognition for vulnerable bridges and quaysCity air quality monitoring stationsStruck municipal planning-law AI assistant

            Related city profiles

            Sources (47)

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            3. 03City of Amsterdam — Data platform services ↗
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            47. 47Amsterdam Municipality / Dutch Algorithm Register · SRC-AMS-004 (previous_screening_examined_earlier) ↗
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