Overview
Municipal material documents SIMM as an intelligent mobility system. This provides a bounded operating case for examining sensors, traffic management, and information services without reducing Medellín's wider urban transformation to technology alone.
Published city description
Medellín operates an intelligent mobility system and municipal data initiatives supporting traffic management and analysis.
City and system
Medellín is an established city and SIMM is a municipal mobility function. Its deployment area and component status should be dated.
Technology and data
Traffic sensors, control systems, and public information can support incident response and network management. Data coverage and equipment uptime affect the resulting picture.
Analytics and outcomes
Time-series forecasting and network optimization are relevant methods, but measured travel-time, safety, or emissions effects require municipal evaluations and baselines.
Evidence boundary
Review should identify operating agencies, active components, accessibility of public information, and the difference between system outputs and independently assessed outcomes.
Authoritative published assessment · v0.2.3
Classification · 2B
Type Score 20.63 / 100 · Autonomy Score 6.88 / 100
Research edition 2026-10-11-chatgpt-next-three-v1 · assessment 2026-10-11.
Municipal assessment scope: Medellín District of Science, Technology and Innovation; regional networks included only to extent they materially operate within Medellín
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 | SIMM traffic data analytics and signal decision support · 2 · Coverage: N (0.65) | SIMM traffic data analytics and signal decision support · 1 · Coverage: N (0.65) | 5.41666667 / 2.70833333 | Installed intelligent multimodal control-center network; action of automatic green plans documented elsewhere but citywide scope / real closed-loop authority not demonstrated 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 | SIATA flood and weather risk forecasting · 2 · Coverage: W (1) | SIATA flood and weather risk forecasting · 1 · Coverage: W (1) | 8.33333333 / 4.16666667 | Established ongoing network predicting conditions across Medellín/Aburrá Valley and informing operational human response Municipal service-area evidence; supplied coverage and eligibility remain provisional.
|
| ENV | SIATA air quality sensors and trends · 1 · Coverage: N (0.65) | SIATA air quality sensors and trends · 0 · Coverage: N (0.65) | 2.70833333 / 0.00000000 | Operational air quality sensing distinct from flood-risk sensors, with separate capability; avoid claiming AI independent response Municipal service-area evidence; supplied coverage and eligibility remain provisional.
|
| GOV | City online mobility service transactions · 1 · Coverage: W (1) | City online mobility service transactions · 0 · Coverage: W (1) | 4.16666667 / 0.00000000 | City-level online transactions and citizen-facing services; no independently selected decisions 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+ 4; 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 reference | Domain | Status · coverage | Evidence and limitations |
|---|---|---|---|
| SIMM traffic data analytics and signal decision supportTECH-001 | MOB | Deployed / operational · N | Installed intelligent multimodal control-center network; action of automatic green plans documented elsewhere but citywide scope / real closed-loop authority not demonstrated Descriptive capability tags: 1 Mobility and transportation;11 Real-time operations Development eligibility g=1; T=2; A=1; c=0.65 Recorded operating deployment
|
| SIATA flood and weather risk forecastingTECH-002 | SAF | Deployed / operational · W | Established ongoing network predicting conditions across Medellín/Aburrá Valley and informing operational human response Descriptive capability tags: 5 Public safety and resilience;13 Prediction and forecasting Development eligibility g=1; T=2; A=1; c=1 Recorded operating deployment
|
| SIATA air quality sensors and trendsTECH-003 | ENV | Deployed / operational · N | Operational air quality sensing distinct from flood-risk sensors, with separate capability; avoid claiming AI independent response Descriptive capability tags: 6 Environment and monitoring;8 Sensing and instrumentation Development eligibility g=1; T=1; A=0; c=0.65 Recorded operating deployment
|
| City online mobility service transactionsTECH-004 | GOV | Deployed / operational · W | City-level online transactions and citizen-facing services; no independently selected decisions 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
|
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.
- Alcaldía de Medellín ↗
Original city document examined 2026-10-11; active operational integrated traffic system
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
- Alcaldía de Medellín ↗
Original city page examined; 120 video analytics cameras, human traffic-signal planning
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
- Alcaldía de Medellín ↗
Original official page examined; 120 cameras in 22 intersections in this component; do not extrapolate across all intersections
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
- Alcaldía de Medellín ↗
Original operator page examined; control-center operators respond to AI/data-derived alerts
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
- SIATA / Medellín municipality and Aburrá Valley area ↗
Original system page examined; sensors, forecasts and public flood alerts; regional network material in-city
Original source examined in the supplied research record
Evidence IDs, provenance and review states (1)
- SRC-005 · Supplied research 2026-10-11; supplemental original examined in supplied research · accepted
- SIATA / Área Metropolitana Valle de Aburrá ↗
Original service portal examined in web results; live monitoring, large-area risk information; governance remains human
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
- Alcaldía de Medellín ↗
PDF search indexing reveals automatically selected traffic plans; full PDF could not be opened; treat exact actuation / city scale unverified; do not promote to C
Search-excerpt or index-only evidence · Inaccessible original source
Evidence IDs, provenance and review states (1)
- SRC-007 · Supplied research 2026-10-11; supplemental original examined in supplied research · indexed/excerpt limitation retained · inaccessible · indexed/excerpt-only support; original state preserved
- Alcaldía de Medellín ↗
Original page examined in web results; online digital services and traffic control systems
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
Claim-level evidence ledger (4)
| Evidence ID / technologies | Claim and original state | Sources |
|---|---|---|
| EV-001 TECH-001 | SIMM traffic data analytics and signal decision support: Installed intelligent multimodal control-center network; action of automatic green plans documented elsewhere but citywide scope / real closed-loop authority not demonstrated scoped_evidence |
|
| EV-002 TECH-002 | SIATA flood and weather risk forecasting: Established ongoing network predicting conditions across Medellín/Aburrá Valley and informing operational human response scoped_evidence |
|
| EV-003 TECH-003 | SIATA air quality sensors and trends: Operational air quality sensing distinct from flood-risk sensors, with separate capability; avoid claiming AI independent response scoped_evidence |
|
| EV-004 TECH-004 | City online mobility service transactions: City-level online transactions and citizen-facing services; no independently selected decisions scoped_evidence |
|
Medellín research report
Medellín is classified 2B with Type Score 20.63 and Autonomy Score 6.88, under v0.2.3. The eight-domain decisions, deployment inventory and source review states above form this edition's reproducible assessment.
Limitations
- Strong SIATA real-time forecasting and SIMM mobility analytics support T2 in two distinct eligible sectors (SAF and MOB). Level B supported by actionable forecasts/recommendations; reported signal plan auto-selection is not upgraded to C without verified actuation/feedback and deployed area coverage. Preliminary model includes ENV for physically different monitoring sensors, not second credit for same forecasting algorithm.
- Previous-source register states carried forward, supplemental pages examined unless noted otherwise. Scoring coefficients are category values, not measured city coverage fractions.
- A 2025 municipal PDF mentions automatic signal plan selection, but it was not examined in full and geographical scale and actual actuator delegation remain unverified
- SIATA human-response forecasting is not automatic hazard response
- No inferred water/energy scores
- 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-006: Original service portal examined in web results; live monitoring, large-area risk information; governance remains human
- SRC-007: PDF search indexing reveals automatically selected traffic plans; full PDF could not be opened; treat exact actuation / city scale unverified; do not promote to C
- SRC-008: Original page examined in web results; online digital services and traffic control systems
- MOB: Installed intelligent multimodal control-center network; action of automatic green plans documented elsewhere but citywide scope / real closed-loop authority not demonstrated Municipal service-area evidence; supplied coverage and eligibility remain provisional.
- SAF: Established ongoing network predicting conditions across Medellín/Aburrá Valley and informing operational human response Municipal service-area evidence; supplied coverage and eligibility remain provisional.
- ENV: Operational air quality sensing distinct from flood-risk sensors, with separate capability; avoid claiming AI independent response Municipal service-area evidence; supplied coverage and eligibility remain provisional.
- GOV: City-level online transactions and citizen-facing services; no independently selected decisions Municipal service-area evidence; supplied coverage and eligibility remain provisional.
Supplied research report archive · original wording preserved
# Smart City Dispatch — Medellín 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:** Medellín District of Science, Technology and Innovation; regional networks included only to extent they materially operate within Medellín **Type:** municipality/city **Type score (documented lower-bound; NOT a certified score when label is '?'):** 20.63 **Autonomy score (documented lower-bound; NOT a certified score when label is '?'):** 6.88 **Classification:** **2B** ## Research conclusion Strong SIATA real-time forecasting and SIMM mobility analytics support T2 in two distinct eligible sectors (SAF and MOB). Level B supported by actionable forecasts/recommendations; reported signal plan auto-selection is not upgraded to C without verified actuation/feedback and deployed area coverage. Preliminary model includes ENV for physically different monitoring sensors, not second credit for same forecasting algorithm. 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 | SIMM traffic data analytics and signal decision support | 2 | 1 | 0.65 | 1 | 5.416666666666666666666666667 | 2.708333333333333333333333333 | | ENG | — | ? | ? | — | 0 | 0 | 0 | | WAT | — | ? | ? | — | 0 | 0 | 0 | | BLD | — | ? | ? | — | 0 | 0 | 0 | | SAF | SIATA flood and weather risk forecasting | 2 | 1 | 1 | 1 | 8.333333333333333333333333333 | 4.166666666666666666666666667 | | ENV | SIATA air quality sensors and trends | 1 | 0 | 0.65 | 1 | 2.708333333333333333333333333 | 0.000 | | GOV | City online mobility service transactions | 1 | 0 | 1 | 1 | 4.166666666666666666666666667 | 0.0 | | HLT | — | ? | ? | — | 0 | 0 | 0 | **Unrounded sums:** S_T=20.62500000000000000000000000, S_A=6.875000000000000000000000000. Half-up display = 20.63 and 6.88. Gates: Type1 service domains ['ENV', 'GOV', 'MOB', 'SAF'], Type2 service domains ['MOB', 'SAF'], Autonomy-B service domains ['MOB', 'SAF'], Level-C domains []. ### Why not next higher? Strong SIATA real-time forecasting and SIMM mobility analytics support T2 in two distinct eligible sectors (SAF and MOB). Level B supported by actionable forecasts/recommendations; reported signal plan auto-selection is not upgraded to C without verified actuation/feedback and deployed area coverage. Preliminary model includes ENV for physically different monitoring sensors, not second credit for same forecasting algorithm. ### Exclusions / caveats - A 2025 municipal PDF mentions automatic signal plan selection, but it was not examined in full and geographical scale and actual actuator delegation remain unverified - SIATA human-response forecasting is not automatic hazard response - No inferred water/energy scores ### Examined and carried-forward sources - SRC-001: City intelligent mobility system SIMM — https://www.medellin.gov.co/es/secretaria-de-movilidad/sistema-inteligente-de-movilidad-de-medellin/ (accepted) - SRC-002: Road signal support and analytics — https://www.medellin.gov.co/es/secretaria-de-movilidad/sistema-inteligente-de-movilidad-de-medellin/apoyo-a-la-red-semaforica/ (accepted) - SRC-003: Medellín signal network technical details — https://www.medellin.gov.co/SIMM/apoyo-a-la-red-semaf%C3%B3rica (accepted) - SRC-004: SIMM mobility incident management — https://www.medellin.gov.co/SIMM/software-gestor (accepted) - SRC-005: SIATA hydrometeorological warning system — https://siata.gov.co/newpage/web/nosotros/nosotros.php (accepted) - SRC-006: SIATA public monitoring and predictions portal — https://siata.gov.co/portalWeb (accepted) - SRC-007: City 2025 Smart Decisions / dynamic signal plans report — https://www.medellin.gov.co/es/wp-content/uploads/2025/11/InfoGestionRdC-2025P-Consolidado-18112025-VF.pdf (inaccessible) - SRC-008: Medellín online mobility transactions — https://www.medellin.gov.co/es/secretaria-de-movilidad/ (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
Related city profiles
Related Daily Signals
Sources (23)
- 01Alcaldía de Medellín — SIMM ↗
- 02Alcaldía de Medellín · SRC-001 (accepted) ↗
- 03Medellín — intelligent mobility system components ↗
- 04Medellín — geographic data portal ↗
- 05MEData — public city data platform ↗
- 06Medellín Mobility Observatory ↗
- 07Brave Web Search: Medellin, Smart District ↗
- 08Brave Web Search: IoT Latam, 0G Colombia and ESU improve urban safety in Medellín - 0G Association ↗
- 09Brave Web Search: El río Medellín será la primera autopista de drones de Colombia ↗
- 10Brave Web Search: Medellín es reconocida como la Ciudad más Inteligente del País ↗
- 11Brave Web Search: Medellín es pionera en Colombia en implementar tecnologías para Ciudades Inteligentes - Alcaldía de Medellín ↗
- 12Brave Web Search: Medellín presenta su primer piloto con tecnología 5G - Alcaldía de Medellín ↗
- 13Brave Web Search: Social Infrastructure: The "Miracle of Medellín" | Smart Cities Dive ↗
- 14Brave Web Search: Smart Cities to Wise Cities | InterAction Council ↗
- 15Brave Web Search: AI for Sustainable Innovation in Medellin ↗
- 16Brave Web Search: High-Quality Iot Gateway Devices Suppliers & Factories in the Colombia market ↗
- 17Alcaldía de Medellín · SRC-002 (accepted) ↗
- 18Alcaldía de Medellín · SRC-003 (accepted) ↗
- 19Alcaldía de Medellín · SRC-004 (accepted) ↗
- 20SIATA / Medellín municipality and Aburrá Valley area · SRC-005 (accepted) ↗
- 21SIATA / Área Metropolitana Valle de Aburrá · SRC-006 (accepted · indexed/excerpt-only support; original state preserved) ↗
- 22Alcaldía de Medellín · SRC-007 (inaccessible · indexed/excerpt-only support; original state preserved) ↗
- 23Alcaldía de Medellín · SRC-008 (accepted · indexed/excerpt-only support; original state preserved) ↗
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