Overview
Advancing urban data use, mobility, sustainability, and resilient public infrastructure.
Authoritative published assessment · v0.2.3
Classification · 2B
Type Score 20.83 / 100 · Autonomy Score 12.50 / 100
Research edition 2026-10-11-chatgpt-next-three-v1 · assessment 2026-10-11.
Municipal assessment scope: City of Paris municipal boundary; regionwide operators qualify only for substantial operating service physically inside Paris
Eight equally weighted service domains use separate Type and Autonomy maxima. Scores and domain-count gates jointly determine the classification. Source limitations and coverage inferences remain part of this assessment.
Eight-domain decisions
| Domain | Type winner · T · coverage | Autonomy winner · A · coverage | Type / Autonomy points | Evidence and qualification |
|---|---|---|---|---|
| MOB | RATP automatic Line 14 service within Paris · 2 · Coverage: W (1) | RATP automatic Line 14 service within Paris · 2 · Coverage: W (1) | 8.33333333 / 8.33333333 | High-volume established automatic metro crosses Paris and wider Île-de-France; substantial Paris service, independent train control but same MOB domain as road sensing Municipal service-area evidence; supplied coverage and eligibility remain provisional.
|
| ENG | Unknown · ? · Coverage: Unknown — not scored | Unknown · ? · Coverage: Unknown — not scored | 0.00000000 / 0.00000000 | Other local/project-level deployments may be recorded in inventory but fail N/W service reach and should not be scored Municipal service-area evidence; supplied coverage and eligibility remain provisional. |
| WAT | Unknown · ? · Coverage: Unknown — not scored | Unknown · ? · Coverage: Unknown — not scored | 0.00000000 / 0.00000000 | Other local/project-level deployments may be recorded in inventory but fail N/W service reach and should not be scored Municipal service-area evidence; supplied coverage and eligibility remain provisional. |
| BLD | Unknown · ? · Coverage: Unknown — not scored | Unknown · ? · Coverage: Unknown — not scored | 0.00000000 / 0.00000000 | Other local/project-level deployments may be recorded in inventory but fail N/W service reach and should not be scored Municipal service-area evidence; supplied coverage and eligibility remain provisional. |
| SAF | Unknown · ? · Coverage: Unknown — not scored | Unknown · ? · Coverage: Unknown — not scored | 0.00000000 / 0.00000000 | Other local/project-level deployments may be recorded in inventory but fail N/W service reach and should not be scored Municipal service-area evidence; supplied coverage and eligibility remain provisional. |
| ENV | Airparif operational citywide air-quality prediction · 2 · Coverage: W (1) | Airparif operational citywide air-quality prediction · 1 · Coverage: W (1) | 8.33333333 / 4.16666667 | Hourly/next-day model output covering all Paris used for public/operator decision support, human remains in control Municipal service-area evidence; supplied coverage and eligibility remain provisional.
|
| GOV | Paris city digital government and operational public data services · 1 · Coverage: W (1) | Paris city digital government and operational public data services · 0 · Coverage: W (1) | 4.16666667 / 0.00000000 | Municipal digital services / public data in production; city AI policy not an operational AI T2 service at municipality-scale Municipal service-area evidence; supplied coverage and eligibility remain provisional.
|
| HLT | Unknown · ? · Coverage: Unknown — not scored | Unknown · ? · Coverage: Unknown — not scored | 0.00000000 / 0.00000000 | Other local/project-level deployments may be recorded in inventory but fail N/W service reach and should not be scored Municipal service-area evidence; supplied coverage and eligibility remain provisional. |
Eligible domain counts: T1+ 3; T2+ 2; T3 0; A1+ 2; A2+ 1; A3 0.
Smart technology inventory
Current winners and documented deployment evidence are reconciled below. Earlier screening records labeled Unclear do not establish deployment and do not contribute to scores.
| Technology / catalog reference | Domain | Status · coverage | Evidence and limitations |
|---|---|---|---|
| RATP automatic Line 14 service within ParisTECH-001 | MOB | Deployed / operational · W | High-volume established automatic metro crosses Paris and wider Île-de-France; substantial Paris service, independent train control but same MOB domain as road sensing Descriptive capability tags: 1 Mobility and transportation;11 Real-time operations Development eligibility g=1; T=2; A=2; c=1 Recorded operating deployment
|
| Airparif operational citywide air-quality predictionTECH-002 | ENV | Deployed / operational · W | Hourly/next-day model output covering all Paris used for public/operator decision support, human remains in control Descriptive capability tags: 6 Environment and monitoring;8 Sensing and instrumentation Development eligibility g=1; T=2; A=1; c=1 Recorded operating deployment
|
| Paris city digital government and operational public data servicesTECH-003 | GOV | Deployed / operational · W | Municipal digital services / public data in production; city AI policy not an operational AI T2 service at municipality-scale Descriptive capability tags: 7 Digital government and citizen services;10 Cross-system integration Development eligibility g=1; T=1; A=0; c=1 Recorded operating deployment
|
| Existing water smart-leak programsTECH-004 | WAT | planned/unverified or excluded · P | 2025 climate plan commits 3000 sensors a year but installed municipal network not verified as of Oct 2026 Descriptive capability tags: 3 Water and utilities Development eligibility g=0; T=1; A=0; c=0.15 Unverified, excluded, pilot, or unclear technology — not an established scoring deployment
|
68-pattern research audit · unknown does not mean absent
Original stage labels are preserved. Unverified patterns are research audit entries, not deployments.
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Sources and evidence
Each canonical publication URL appears once in this group. Reference aliases and research stages do not count as independent corroboration.
- RATP ↗
Original RATP operator page examined 2026-10-11; fully automatic since 1998; about 820k passengers per weekday
Original source examined in the supplied research record
Evidence IDs, provenance and review states (1)
- SRC-001 · Supplied research 2026-10-11; supplemental original examined in supplied research · accepted
- Ville de Paris / Airparif ↗
Original city page examined; real-time and next-day pollutant modeling integrated with measurements
Original source examined in the supplied research record
Evidence IDs, provenance and review states (1)
- SRC-002 · Supplied research 2026-10-11; supplemental original examined in supplied research · accepted
- Ville de Paris / Airparif ↗
Original city page examined; regional sensors and hourly forecasts in Paris
Original source examined in the supplied research record
Evidence IDs, provenance and review states (1)
- SRC-003 · Supplied research 2026-10-11; supplemental original examined in supplied research · accepted
- Ville de Paris ↗
Original city data source examined; 3000+ roadway sections, measurement updates
Original source examined in the supplied research record
Evidence IDs, provenance and review states (1)
- SRC-004 · Supplied research 2026-10-11; supplemental original examined in supplied research · accepted
- Ville de Paris ↗
Original data-catalog page examined in tool results; thermal camera AI counts; deployed geographic reach unverified
Search-excerpt or index-only evidence
Evidence IDs, provenance and review states (1)
- SRC-005 · Supplied research 2026-10-11; supplemental original examined in supplied research · indexed/excerpt limitation retained · accepted · indexed/excerpt-only support; original state preserved
- Ville de Paris ↗
Indexed PDF 2025 policy promises 3000 new acoustic water-leak sensors annually; project schedule, not proof installed 2026
Search-excerpt or index-only evidence
Evidence IDs, provenance and review states (1)
- SRC-006 · Supplied research 2026-10-11; supplemental original examined in supplied research · indexed/excerpt limitation retained · accepted · indexed/excerpt-only support; original state preserved
- Ville de Paris ↗
Original updated 2026 city page examined; public sector AI use discussion, not blanket production scale
Original source examined in the supplied research record
Evidence IDs, provenance and review states (1)
- SRC-007 · Supplied research 2026-10-11; supplemental original examined in supplied research · accepted
- Ville de Paris ↗
Original 2025 city report indexed; emphasizes assistant, not delegated autonomous public decisions
Search-excerpt or index-only evidence
Evidence IDs, provenance and review states (1)
- SRC-008 · Supplied research 2026-10-11; supplemental original examined in supplied research · indexed/excerpt limitation retained · accepted · indexed/excerpt-only support; original state preserved
- Ville de Paris ↗
Original September 2026 city services page examined; dozens of actual end-to-end services and account login, qualifies GOV T1
Original source examined in the supplied research record
Evidence IDs, provenance and review states (1)
- SRC-009 · Supplied research 2026-10-11; supplemental original examined in supplied research · accepted
Claim-level evidence ledger (4)
| Evidence ID / technologies | Claim and original state | Sources |
|---|---|---|
| EV-001 TECH-001 | RATP automatic Line 14 service within Paris: High-volume established automatic metro crosses Paris and wider Île-de-France; substantial Paris service, independent train control but same MOB domain as road sensing scoped_evidence |
|
| EV-002 TECH-002 | Airparif operational citywide air-quality prediction: Hourly/next-day model output covering all Paris used for public/operator decision support, human remains in control scoped_evidence |
|
| EV-003 TECH-003 | Paris city digital government and operational public data services: Municipal digital services / public data in production; city AI policy not an operational AI T2 service at municipality-scale scoped_evidence |
|
| EV-004 TECH-004 | Existing water smart-leak programs: 2025 climate plan commits 3000 sensors a year but installed municipal network not verified as of Oct 2026 excluded_or_unverified |
|
Paris research report
Paris is classified 2B with Type Score 20.83 and Autonomy Score 12.50, under v0.2.3. The eight-domain decisions, deployment inventory and source review states above form this edition's reproducible assessment.
Limitations
- Two independent city-proper service domains qualify T2: automatic rail mobility and Airparif predictive environment/health. Automatic train choice qualifies Level C candidate solely in MOB; forecasts do not independently actuate environmental systems, so mandatory two-domain C gate fails despite sufficient numerical A score. The regionwide metro and Airparif footprints are included only for their large documented in-city operations.
- Previous-source register states carried forward, supplemental pages examined unless noted otherwise. Scoring coefficients are category values, not measured city coverage fractions.
- Announced 3000 new leak sensors per year is not proof installed operating network
- AI traffic-camera counts are not autonomous traffic control
- Three RATP automated lines still belong only to MOB
- The original report contains a copied Lusail/Masdar scope paragraph. It applies to those developments only; the authoritative scope for this assessment is the scope stated above. Original text preserved transparently.
- SRC-005: Original data-catalog page examined in tool results; thermal camera AI counts; deployed geographic reach unverified
- SRC-006: Indexed PDF 2025 policy promises 3000 new acoustic water-leak sensors annually; project schedule, not proof installed 2026
- SRC-008: Original 2025 city report indexed; emphasizes assistant, not delegated autonomous public decisions
- MOB: High-volume established automatic metro crosses Paris and wider Île-de-France; substantial Paris service, independent train control but same MOB domain as road sensing Municipal service-area evidence; supplied coverage and eligibility remain provisional.
- ENV: Hourly/next-day model output covering all Paris used for public/operator decision support, human remains in control Municipal service-area evidence; supplied coverage and eligibility remain provisional.
- GOV: Municipal digital services / public data in production; city AI policy not an operational AI T2 service at municipality-scale Municipal service-area evidence; supplied coverage and eligibility remain provisional.
Supplied research report archive · original wording preserved
# Smart City Dispatch — Paris revised v0.2.3 assessment **As of:** 2026-10-11 **Editorial authorization:** publish after Sites schema-mapping and successful deterministic validation; no live publication executed by ChatGPT. **Scope:** City of Paris municipal boundary; regionwide operators qualify only for substantial operating service physically inside Paris **Type:** municipality/city **Type score (documented lower-bound; NOT a certified score when label is '?'):** 20.83 **Autonomy score (documented lower-bound; NOT a certified score when label is '?'):** 12.50 **Classification:** **2B** ## Research conclusion Two independent city-proper service domains qualify T2: automatic rail mobility and Airparif predictive environment/health. Automatic train choice qualifies Level C candidate solely in MOB; forecasts do not independently actuate environmental systems, so mandatory two-domain C gate fails despite sufficient numerical A score. The regionwide metro and Airparif footprints are included only for their large documented in-city operations. This is a **development-area score** for Lusail and Masdar, not an independent-municipality score. Numerical lower-bound 0 in an evidence-insufficient place means lack of geographically qualifying examined evidence, NOT that the place has zero smart technologies. NEOM/The Line has no current operating-city score, because it is a proposed project. ## Quantitative eight-domain decision table | Domain | Winner | T | A | c | g | Type points | Autonomy points | |---|---|---:|---:|---:|---:|---:|---:| | MOB | RATP automatic Line 14 service within Paris | 2 | 2 | 1 | 1 | 8.333333333333333333333333333 | 8.333333333333333333333333333 | | ENG | — | ? | ? | — | 0 | 0 | 0 | | WAT | — | ? | ? | — | 0 | 0 | 0 | | BLD | — | ? | ? | — | 0 | 0 | 0 | | SAF | — | ? | ? | — | 0 | 0 | 0 | | ENV | Airparif operational citywide air-quality prediction | 2 | 1 | 1 | 1 | 8.333333333333333333333333333 | 4.166666666666666666666666667 | | GOV | Paris city digital government and operational public data services | 1 | 0 | 1 | 1 | 4.166666666666666666666666667 | 0.0 | | HLT | — | ? | ? | — | 0 | 0 | 0 | **Unrounded sums:** S_T=20.83333333333333333333333334, S_A=12.50000000000000000000000000. Half-up display = 20.83 and 12.50. Gates: Type1 service domains ['ENV', 'GOV', 'MOB'], Type2 service domains ['ENV', 'MOB'], Autonomy-B service domains ['ENV', 'MOB'], Level-C domains ['MOB']. ### Why not next higher? Two independent city-proper service domains qualify T2: automatic rail mobility and Airparif predictive environment/health. Automatic train choice qualifies Level C candidate solely in MOB; forecasts do not independently actuate environmental systems, so mandatory two-domain C gate fails despite sufficient numerical A score. The regionwide metro and Airparif footprints are included only for their large documented in-city operations. ### Exclusions / caveats - Announced 3000 new leak sensors per year is not proof installed operating network - AI traffic-camera counts are not autonomous traffic control - Three RATP automated lines still belong only to MOB ### Examined and carried-forward sources - SRC-001: Fully automated Line 14 with 2026 daily ridership — https://www.ratp.fr/decouvrir/patrimoine/histoire-metro-ligne-14 (accepted) - SRC-002: City Paris / Airparif predictive air quality system — https://www.paris.fr/pages/etat-des-lieux-de-la-qualite-de-l-air-a-paris-7101 (accepted) - SRC-003: Paris environmental air quality monitoring and models — https://www.paris.fr/pages/la-qualite-de-l-air-reglementee-et-surveillee-7100 (accepted) - SRC-004: Paris permanent road traffic loop detectors — https://opendata.paris.fr/explore/dataset/comptages-routiers-permanents/ (accepted) - SRC-005: Paris thermal-camera vehicle/bicycle mode analytics — https://opendata.paris.fr/explore/dataset/comptage-multimodal-comptages/ (accepted) - SRC-006: Paris 2025 climate plan utility leak-detection capteurs — https://cdn.paris.fr/paris/2025/06/25/plan-climat-fr-WxE3.pdf (accepted) - SRC-007: Paris government use and policy regarding AI — https://www.paris.fr/pages/intelligence-artificielle-a-paris-ou-en-est-on-30092 (accepted) - SRC-008: Paris 2026 limitations of government AI — https://www.paris.fr/pages/intelligence-artificielle-a-la-ville-de-paris-nous-voyons-l-ia-comme-un-assistant-29981 (accepted) - SRC-009: Paris 2026 online city services Mon Paris — https://www.paris.fr/pages/services-en-ligne-202 (accepted) ### Research protocol integrity The 21 capability-domain tags are DESCRIPTIVE; the eight MOB/ENG/WAT/BLD/SAF/ENV/GOV/HLT domains are equally weighted and each has one maximum contributor on each axis. Distinct source publisher counts have not been independently re-audited for every carried-forward source and should not be inflated. Source URLs and deployment statuses are preserved for Sites to merge onto canonical records. Unverified work, pilots and planned deployments are excluded.
Technology record
Sources (32)
- 01City of Paris — open data and digital services ↗
- 02Paris Data — City of Paris datasets ↗
- 03City of Paris — ecological and social transition ↗
- 04Greater Paris Metropolis — territorial and open data ↗
- 05France data portal — City of Paris datasets ↗
- 06The Guardian — Cities: The Guardian view on London’s social housing: pumping billions into the economy every year | Editorial ↗
- 07Brave Web Search: Les Quartiers d'innovation urbaine "Paris Rive - Ville de Paris ↗
- 08Brave Web Search: 15 solutions pour innover dans les quartiers - Ville de Paris ↗
- 09Brave Web Search: Paris pour le climat - Ville de Paris ↗
- 10Brave Web Search: Smart Cities: Integrating AI and open data | data.europa.eu ↗
- 11Brave Web Search: Paris Smart City 2050 | Vincent Callebaut - Arch2O.com ↗
- 12Brave Web Search: Smart Olympics: How IoT Technology is Transforming the Paris 2024 Olympic Experience | Minew ↗
- 13Brave Web Search: IoT Smart Cities: Powering Paris 2024 - TheThings ↗
- 14Brave Web Search: Creating Digital Twins for Smart Cities - the Race is On ↗
- 15Brave Web Search: New sensors for Paris HQ ↗
- 16Brave Web Search: Paris Smart City 2050 by Vincent Calleba|Futuristic ↗
- 17Brave Web Search: How Paris Improves Building Efficiency to Become a Smart City - Cisco Blogs ↗
- 18Brave Web Search: PARIS SMART CITY 2050 - Vincent Callebaut Architectures ↗
- 19Brave Web Search: 2050 PARIS SMARTCITY | Vincent Callebaut Architectures | Archello ↗
- 20Brave Web Search: Reimagining Paris with the help of an urban digital twin ↗
- 21Brave Web Search: Smart Monitoring Suppliers & Manufacturers in Paris ↗
- 22Brave Web Search: Découvrez le tableau de bord de la transition - Ville de Paris ↗
- 23Brave Web Search · followed link: Aides aux transports - Ville de Paris ↗
- 24RATP · SRC-001 (accepted) ↗
- 25Ville de Paris / Airparif · SRC-002 (accepted) ↗
- 26Ville de Paris / Airparif · SRC-003 (accepted) ↗
- 27Ville de Paris · SRC-004 (accepted) ↗
- 28Ville de Paris · SRC-005 (accepted · indexed/excerpt-only support; original state preserved) ↗
- 29Ville de Paris · SRC-006 (accepted · indexed/excerpt-only support; original state preserved) ↗
- 30Ville de Paris · SRC-007 (accepted) ↗
- 31Ville de Paris · SRC-008 (accepted · indexed/excerpt-only support; original state preserved) ↗
- 32Ville de Paris · SRC-009 (accepted) ↗
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