Rankings

Rank, filter and compare the AI economy across geographies (countries, cities, US states), industries, and occupations. Tick rows (or map items) to compare and export a report.

Zoom in from countries to 150 cities. Metro Power is a city's total strength; Metro Coefficient is its strength per person. Tick cities (or map dots) to compare — e.g. New York vs Miami.Drill down from countries to 150 world metros. Metro Power is absolute capacity; Metro Coefficient is per-capita intensity. Tick metros (or click dots on the map) to compare them — e.g. New York vs Miami.Sub-national drill-down across a curated panel of 150 metros. Metro Power (absolute mass) and Metro Coefficient (per-capita intensity) mirror the national CPI/CC lenses. Multi-select (table or bubble map) → side-by-side comparison.

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56 of 150 metros now use real measured economic data (GDP & population) via the metro ETL — EU metros from Eurostat; US metros when a Census key is configured. The rest, and all AI-specific metrics (which have no open sub-national source), remain curated v1 estimates on a consistent global scale.

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#	Metro	Region	MPI	MCC	MDI	Talent	Capital	Research	Infra
		AfricaAsia-PacificEuropeLatin AmericaMiddle EastUS
1	New York	US	87.1	75.9	79.5	67.2	79.4	67.3	86.1
2	San Francisco Bay Area	US	85.4	98.6	100.0	95.5	100.0	100.0	97.4
3	Beijing	Asia-Pacific	83.8	72.7	70.0	64.0	67.0	81.0	81.7
4	Shanghai	Asia-Pacific	80.8	66.2	63.5	58.2	59.7	70.5	79.3
5	Tokyo	Asia-Pacific	80.3	58.9	51.7	53.7	44.5	65.5	78.9
6	Shenzhen	Asia-Pacific	77.9	69.7	66.0	60.9	63.3	78.3	79.9
7	London	Europe	76.4	69.2	63.2	61.6	71.1	66.1	83.9
8	Seoul	Asia-Pacific	75.2	61.5	54.8	58.9	44.9	65.9	83.1
9	Los Angeles	US	74.9	64.7	66.0	55.1	64.6	59.2	78.8
10	Paris	Europe	72.2	59.8	53.5	53.4	57.9	59.3	75.0
11	Delhi	Asia-Pacific	69.5	42.3	40.6	39.2	41.4	40.4	49.8
12	Sao Paulo	Latin America	69.4	40.4	36.1	30.9	43.5	39.6	51.8
13	Guangzhou	Asia-Pacific	69.4	53.0	50.3	47.4	47.0	49.5	70.7
14	Bangalore	Asia-Pacific	68.9	55.7	55.9	58.1	54.3	50.2	60.1
15	Tel Aviv	Middle East	68.9	70.7	67.0	69.1	71.3	71.1	74.9
16	Boston	US	68.8	78.4	81.2	76.7	71.9	80.3	81.8
17	Seattle	US	68.8	81.2	83.0	80.1	71.6	80.9	90.6
18	Hangzhou	Asia-Pacific	67.3	60.9	59.0	55.0	53.4	61.6	75.4
19	Washington DC	US	67.2	70.0	71.2	65.6	58.3	61.5	93.5
20	Osaka	Asia-Pacific	67.1	50.7	45.5	49.6	38.2	47.1	73.1
21	Chicago	US	66.2	60.3	58.7	51.7	53.9	57.0	80.3
22	Chengdu	Asia-Pacific	66.0	46.9	44.4	41.2	40.4	44.4	64.2
23	Mumbai	Asia-Pacific	64.6	41.7	39.6	38.5	40.3	36.5	53.8
24	Toronto	US	64.6	64.1	62.1	67.4	51.8	61.3	77.9
25	Mexico City	Latin America	63.9	34.0	30.2	27.0	34.7	32.6	45.7
26	Singapore	Asia-Pacific	63.1	65.0	61.8	62.3	56.2	56.7	87.8
27	Dallas	US	61.0	55.1	52.8	46.5	46.9	48.4	80.7
28	Suzhou	Asia-Pacific	60.3	45.1	42.0	40.2	36.7	41.7	64.9
29	Istanbul	Europe	59.7	34.6	30.5	29.5	31.4	32.1	49.7
30	Atlanta	US	59.6	58.2	56.2	51.6	50.2	53.0	80.2
31	Buenos Aires	Latin America	59.6	35.7	32.3	32.5	32.6	36.3	44.8
32	Wuhan	Asia-Pacific	59.6	44.7	42.0	40.5	35.2	44.5	61.3
33	Berlin	Europe	58.4	54.4	48.9	49.6	52.4	52.0	69.1
34	Hong Kong	Asia-Pacific	57.7	52.6	48.2	44.7	40.4	51.0	78.5
35	Hyderabad	Asia-Pacific	57.6	44.5	44.1	46.7	38.0	39.6	54.0
36	Chennai	Asia-Pacific	57.6	44.1	45.5	46.7	35.9	39.6	53.0
37	Taipei	Asia-Pacific	57.4	56.1	47.9	54.1	36.0	65.4	77.0
38	Nanjing	Asia-Pacific	57.4	48.3	45.5	45.6	37.1	48.0	65.3
39	Houston	US	57.1	50.1	47.9	40.6	41.2	47.7	72.9
40	Philadelphia	US	57.1	54.8	52.4	48.5	44.7	55.1	73.5
41	Miami	US	55.9	51.2	49.3	41.5	49.1	42.1	73.9
42	Nagoya	Asia-Pacific	55.8	46.6	42.0	46.0	31.4	44.3	69.3
43	Montreal	US	55.7	59.3	58.3	62.6	42.4	59.8	73.4
44	Xi'an	Asia-Pacific	55.7	41.3	39.6	38.0	30.7	41.6	56.8
45	Riyadh	Middle East	55.5	39.3	36.6	30.5	39.1	28.1	62.4
46	Sydney	Asia-Pacific	54.6	53.9	49.6	52.9	40.4	49.6	76.8
47	Austin	US	54.3	67.2	68.7	63.6	60.8	61.1	81.7
48	San Diego	US	54.1	62.5	62.1	55.9	53.3	66.3	75.0
49	Manila	Asia-Pacific	53.9	34.3	35.0	34.7	27.0	27.8	47.1
50	Lagos	Africa	53.8	23.4	21.5	20.3	31.5	23.0	20.9
51	Madrid	Europe	53.2	46.5	39.9	42.4	38.2	43.0	68.9
52	Cairo	Africa	52.9	21.0	17.0	20.6	18.4	21.6	27.4
53	Jakarta	Asia-Pacific	51.9	32.1	28.8	29.3	31.5	26.7	44.0
54	Melbourne	Asia-Pacific	51.8	51.4	47.2	50.8	35.8	49.1	74.3
55	Phoenix	US	51.5	50.2	47.9	40.6	38.7	43.5	80.3
56	Amsterdam	Europe	51.3	56.4	49.6	49.7	47.4	51.3	84.1
57	Barcelona	Europe	51.3	47.4	41.0	43.0	40.4	45.0	67.4
58	Bogota	Latin America	51.3	28.8	25.3	25.1	29.4	25.8	38.5
59	Munich	Europe	50.9	54.0	47.2	49.9	45.2	58.4	69.2
60	Denver	US	50.8	58.2	57.6	56.2	50.2	50.7	76.4
61	Dubai	Middle East	50.8	46.8	46.5	40.1	44.1	31.4	71.8
62	Kolkata	Asia-Pacific	50.1	30.5	31.2	31.3	20.9	29.2	39.9
63	Bangkok	Asia-Pacific	49.5	31.5	27.8	29.0	25.2	26.9	48.6
64	Kuala Lumpur	Asia-Pacific	49.1	36.0	31.2	34.1	28.3	29.6	56.7
65	Detroit	US	49.0	48.7	47.5	41.7	34.8	51.7	68.0
66	Rio de Janeiro	Latin America	49.0	30.8	28.4	29.8	21.1	30.0	44.7
67	Santiago	Latin America	48.8	35.5	31.6	31.5	31.5	31.4	51.6
68	Pune	Asia-Pacific	48.7	38.1	35.7	44.1	28.4	33.0	49.1
69	Minneapolis	US	48.5	52.6	50.0	49.3	38.1	51.9	73.5
70	Dublin	Europe	47.8	54.2	47.2	52.7	42.4	47.8	80.8
71	Gurugram-NCR	Asia-Pacific	47.4	53.1	53.8	60.6	46.8	42.2	62.2
72	Stockholm	Europe	46.9	55.7	50.3	51.6	46.8	52.2	77.6
73	Pittsburgh	US	46.7	58.3	60.1	56.2	43.0	61.5	70.5
74	Milan	Europe	46.3	42.1	36.4	36.9	32.5	40.8	63.9
75	Ho Chi Minh City	Asia-Pacific	45.9	29.4	26.4	27.2	26.0	23.1	44.5
76	Frankfurt	Europe	45.3	51.6	47.9	48.0	38.0	44.3	79.9
77	Vancouver	US	45.1	52.5	50.7	56.8	36.9	46.7	71.5
78	Abu Dhabi	Middle East	45.1	47.6	46.9	40.2	43.7	34.9	72.4
79	Johannesburg	Africa	45.1	29.3	26.4	25.4	24.9	29.6	40.1
80	Portland OR	US	44.8	54.1	50.0	50.3	39.2	54.6	76.4
81	Hamburg	Europe	44.3	46.1	42.7	42.4	33.3	41.7	70.2
82	Zurich	Europe	43.6	57.3	51.4	55.3	43.5	61.0	75.2
83	Copenhagen	Europe	43.3	52.7	47.5	48.8	40.4	50.1	76.6
84	Manchester	Europe	43.3	48.5	45.5	45.3	37.3	44.4	69.9
85	Stuttgart	Europe	43.1	46.8	43.0	44.8	31.5	47.5	67.1
86	Guadalajara	Latin America	42.8	35.2	33.7	37.2	23.5	31.0	50.7
87	Raleigh-Durham	US	42.5	60.0	58.3	60.4	45.2	60.4	75.9
88	Monterrey	Latin America	42.5	35.7	33.8	37.0	23.7	31.2	52.8
89	Cape Town	Africa	41.7	29.4	26.4	25.4	26.0	30.1	39.3
90	Rome	Europe	41.4	36.3	31.6	33.3	25.0	34.9	56.9
91	Brussels	Europe	41.4	42.2	37.8	40.6	27.2	40.7	64.8
92	Brisbane	Asia-Pacific	41.2	47.8	45.8	47.6	33.0	41.4	71.0
93	Warsaw	Europe	40.9	41.3	37.5	40.4	29.4	37.0	62.3
94	Vienna	Europe	40.4	43.7	38.9	40.8	29.4	43.2	66.3
95	Columbus	US	40.0	49.7	46.5	44.2	33.9	46.7	77.3
96	Charlotte	US	39.8	40.8	38.9	37.9	31.7	29.0	66.6
97	Busan	Asia-Pacific	39.6	44.6	39.9	45.8	28.0	36.6	72.5
98	Ankara	Middle East	39.3	31.9	28.8	34.6	18.9	27.1	50.2
99	Helsinki	Europe	39.1	50.8	46.2	47.9	36.9	49.5	73.6
100	Nairobi	Africa	39.1	22.1	20.5	18.3	26.0	21.2	24.6
101	Lima	Latin America	39.0	19.5	18.0	20.0	12.6	15.4	31.3
102	St. Louis	US	38.4	39.3	36.4	35.4	29.1	32.8	62.7
103	Tampa	US	38.3	36.3	33.7	31.7	27.7	25.2	63.2
104	Prague	Europe	38.2	43.1	40.6	44.2	28.7	38.3	63.7
105	Salt Lake City	US	38.1	53.5	50.3	49.3	45.2	48.8	74.0
106	Lisbon	Europe	37.9	40.0	36.4	36.5	31.5	35.9	59.9
107	Jeddah	Middle East	37.8	30.9	27.1	27.2	22.6	20.8	57.0
108	Nashville	US	37.6	44.9	43.0	39.2	35.0	40.5	67.0
109	Doha	Middle East	37.6	35.5	33.7	29.7	27.1	25.2	61.8
110	Birmingham UK	Europe	37.2	40.7	37.8	37.9	28.0	35.9	64.0
111	Lyon	Europe	37.2	45.5	42.0	44.4	32.4	42.7	65.8
112	Perth	Asia-Pacific	36.7	43.6	42.3	43.8	27.5	37.1	67.5
113	Belo Horizonte	Latin America	36.4	26.9	25.0	26.8	16.4	24.5	41.8
114	Brasilia	Latin America	36.0	29.8	28.1	30.6	15.3	25.8	49.0
115	Gothenburg	Europe	35.8	48.3	46.3	48.3	31.8	44.2	70.9
116	Fukuoka	Asia-Pacific	35.8	41.6	37.5	42.1	29.2	34.4	64.8
117	Sacramento	US	35.6	37.1	34.0	34.5	26.7	27.8	62.7
118	Amman	Middle East	35.1	30.5	29.8	34.0	20.7	24.1	44.1
119	Rotterdam	Europe	34.0	43.7	41.1	41.0	28.1	36.4	71.9
120	Medellin	Latin America	34.0	29.0	27.9	30.2	21.0	23.5	42.4
121	Indianapolis	US	33.9	37.0	34.2	33.2	26.8	28.5	62.2
122	Ottawa	US	33.9	46.8	43.4	50.2	31.0	39.6	69.6
123	Cincinnati	US	33.8	35.4	32.4	31.2	24.7	27.3	61.2
124	Toulouse	Europe	33.6	45.7	42.3	47.2	30.6	44.2	64.3
125	Kansas City	US	33.5	36.0	33.0	32.9	25.8	25.8	62.7
126	San Antonio	US	32.9	31.6	27.1	27.2	22.7	21.2	59.7
127	Daejeon	Asia-Pacific	32.4	50.0	46.5	55.8	27.6	47.5	72.4
128	Calgary	US	31.9	41.6	38.9	42.6	29.1	31.0	66.2
129	Curitiba	Latin America	31.8	28.2	26.2	29.3	16.9	23.2	45.4
130	Auckland	Asia-Pacific	31.7	42.4	40.3	45.4	23.8	35.8	66.5
131	Lausanne	Europe	31.1	53.1	51.4	56.1	36.2	50.8	71.2
132	Krakow	Europe	30.9	42.0	39.2	46.2	27.6	36.9	60.2
133	Casablanca	Africa	30.2	23.4	19.1	23.0	15.2	18.6	40.9
134	Bristol	Europe	29.9	48.4	46.7	49.0	34.8	43.9	67.4
135	Edinburgh	Europe	29.3	47.8	44.8	50.2	30.4	47.9	65.8
136	Grenoble	Europe	29.3	45.0	41.6	47.8	22.7	51.5	61.4
137	Oslo	Europe	28.9	48.2	43.4	44.7	34.7	44.3	73.8
138	Kuwait City	Middle East	28.7	24.5	21.2	21.8	14.4	13.2	51.8
139	Eindhoven	Europe	28.3	49.0	44.8	50.0	30.4	52.9	66.9
140	Montevideo	Latin America	27.0	33.6	32.3	35.1	19.1	25.1	56.2
141	Cambridge UK	Europe	25.6	60.0	57.3	69.9	42.6	62.7	67.3
142	Addis Ababa	Africa	25.4	8.6	8.0	8.7	6.4	9.6	10.2
143	Provo	US	24.7	44.6	43.7	45.6	33.9	33.2	66.7
144	Aarhus	Europe	24.7	44.4	42.3	45.8	25.3	39.4	69.0
145	Boulder	US	24.3	63.7	58.3	71.6	44.8	72.2	71.5
146	Manama	Middle East	23.9	31.6	28.4	28.1	19.2	17.7	64.5
147	Algiers	Africa	23.9	14.8	10.9	17.3	6.6	13.1	26.3
148	Madison	US	23.8	45.6	43.4	48.3	28.7	41.9	65.8
149	Geneva	Europe	23.3	46.5	41.6	45.8	28.3	49.7	67.3
150	Tunis	Africa	23.3	22.1	18.7	24.9	12.3	18.7	35.7

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These are model outputs and scenarios, not forecasts of actual outcomes. This platform measures access to, utilization of, and leverage from cognitive infrastructure — not intelligence. No causality or certainty is claimed.

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