Hard/Strategic Infrastructure/Communications & Digital Infrastructure

AI Tools & Applications

AI tools and applications are software and systems that leverage artificial intelligence techniques to perform tasks such as analysis, prediction, automation and decision-making across domains.
factbase.org/cap/WPZ9K6JY19
World mean
6.6
of 20 · median 5.0
Range
1–20
middle half 3.0–10.0
Panel SD
±0.28
round 1 ±0.96 — the honest estimate
Leader
20
United States

Band spread across 197 nations

Frontier 2
Advanced 17
Established 18
Transitional 28
Foundational 29
Nascent 55
Inception 48

All 197 nations

Best first. The score is the mean of the four adjudicators' round-3 integers, rounded to the nearest integer; ±SD is their spread on that cell. Where the spread is three points or more, read the number as a band rather than a value.

#NationRegionScoreBandPanel SD
1 🇺🇸United States Americas 20 Frontier ±0.00
2 🇨🇳China Asia Pacific 18 Frontier ±0.00
3 🇫🇷France Europe 17 Advanced ±0.50
4 🇸🇬Singapore Asia Pacific 17 Advanced ±0.00
5 🇰🇷South Korea Asia Pacific 17 Advanced ±0.00
6 🇬🇧United Kingdom Europe 17 Advanced ±0.43
7 🇨🇦Canada Americas 16 Advanced ±0.50
8 🇩🇪Germany Europe 16 Advanced ±0.43
9 🇮🇱Israel Middle East 16 Advanced ±0.43
10 🇯🇵Japan Asia Pacific 16 Advanced ±0.83
11 🇳🇱Netherlands Europe 16 Advanced ±0.43
12 🇦🇺Australia Asia Pacific 15 Advanced ±0.43
13 🇩🇰Denmark Europe 15 Advanced ±0.50
14 🇫🇮Finland Europe 15 Advanced ±0.43
15 🇳🇴Norway Europe 15 Advanced ±0.43
16 🇸🇪Sweden Europe 15 Advanced ±0.43
17 🇨🇭Switzerland Europe 15 Advanced ±0.43
18 🇹🇼Taiwan Asia Pacific 15 Advanced ±0.50
19 🇦🇪United Arab Emirates Middle East 15 Advanced ±0.43
20 🇪🇪Estonia Europe 14 Established ±0.50
21 🇮🇳India Asia Pacific 14 Established ±0.43
22 🇮🇪Ireland Europe 14 Established ±0.43
23 🇳🇿New Zealand Asia Pacific 14 Established ±0.50
24 🇷🇺Russia Europe 14 Established ±0.50
25 🇦🇹Austria Europe 13 Established ±0.43
26 🇧🇪Belgium Europe 13 Established ±0.00
27 🇮🇹Italy Europe 13 Established ±0.00
28 🇱🇺Luxembourg Europe 13 Established ±0.50
29 🇸🇦Saudi Arabia Middle East 13 Established ±0.43
30 🇪🇸Spain Europe 13 Established ±0.43
31 🇧🇷Brazil Americas 12 Established ±0.43
32 🇱🇹Lithuania Europe 12 Established ±0.50
33 🇲🇾Malaysia Asia Pacific 12 Established ±0.00
34 🇵🇱Poland Europe 12 Established ±0.43
35 🇵🇹Portugal Europe 12 Established ±0.00
36 🇶🇦Qatar Middle East 12 Established ±0.83
37 🇹🇷Türkiye Middle East 12 Established ±0.43
38 🇨🇿Czechia Europe 11 Transitional ±0.43
39 🇮🇸Iceland Europe 11 Transitional ±0.50
40 🇮🇩Indonesia Asia Pacific 11 Transitional ±0.50
41 🇱🇻Latvia Europe 11 Transitional ±0.00
42 🇲🇹Malta Europe 11 Transitional ±0.50
43 🇲🇽Mexico Americas 11 Transitional ±0.00
44 🇷🇴Romania Europe 11 Transitional ±0.43
45 🇻🇳Vietnam Asia Pacific 11 Transitional ±0.50
46 🇨🇱Chile Americas 10 Transitional ±0.43
47 🇨🇴Colombia Americas 10 Transitional ±0.50
48 🇬🇷Greece Europe 10 Transitional ±0.00
49 🇭🇺Hungary Europe 10 Transitional ±0.43
50 🇸🇮Slovenia Europe 10 Transitional ±0.00
51 🇿🇦South Africa Africa 10 Transitional ±0.43
52 🇹🇭Thailand Asia Pacific 10 Transitional ±0.00
53 🇺🇦Ukraine Europe 10 Transitional ±0.43
54 🇦🇷Argentina Americas 9 Transitional ±0.83
55 🇧🇭Bahrain Middle East 9 Transitional ±0.43
56 🇭🇷Croatia Europe 9 Transitional ±0.00
57 🇪🇬Egypt Africa 9 Transitional ±0.43
58 🇰🇿Kazakhstan Asia Pacific 9 Transitional ±0.50
59 🇰🇪Kenya Africa 9 Transitional ±0.50
60 🇲🇺Mauritius Africa 9 Transitional ±0.43
61 🇲🇦Morocco Africa 9 Transitional ±0.50
62 🇳🇬Nigeria Africa 9 Transitional ±0.83
63 🇵🇭Philippines Asia Pacific 9 Transitional ±0.00
64 🇷🇸Serbia Europe 9 Transitional ±0.50
65 🇸🇰Slovakia Europe 9 Transitional ±0.43
66 🇧🇬Bulgaria Europe 8 Foundational ±0.43
67 🇨🇾Cyprus Middle East 8 Foundational ±0.43
68 🇬🇪Georgia Middle East 8 Foundational ±0.00
69 🇬🇭Ghana Africa 8 Foundational ±0.50
70 🇮🇷Iran Asia Pacific 8 Foundational ±1.09
71 🇯🇴Jordan Middle East 8 Foundational ±0.00
72 🇰🇼Kuwait Middle East 8 Foundational ±0.00
73 🇴🇲Oman Middle East 8 Foundational ±0.43
74 🇵🇰Pakistan Asia Pacific 8 Foundational ±0.50
75 🇺🇾Uruguay Americas 8 Foundational ±0.43
76 🇨🇷Costa Rica Americas 7 Foundational ±0.43
77 🇱🇮Liechtenstein Europe 7 Foundational ±0.00
78 🇲🇩Moldova Europe 7 Foundational ±0.00
79 🇲🇨Monaco Europe 7 Foundational ±0.00
80 🇵🇦Panama Americas 7 Foundational ±0.43
81 🇵🇪Peru Americas 7 Foundational ±0.43
82 🇷🇼Rwanda Africa 7 Foundational ±0.83
83 🇹🇳Tunisia Africa 7 Foundational ±0.00
84 🇦🇿Azerbaijan Middle East 6 Foundational ±0.00
85 🇧🇩Bangladesh Asia Pacific 6 Foundational ±0.00
86 🇧🇾Belarus Europe 6 Foundational ±0.00
87 🇩🇴Dominican Republic Americas 6 Foundational ±0.00
88 🇪🇨Ecuador Americas 6 Foundational ±0.00
89 🇪🇹Ethiopia Africa 6 Foundational ±0.43
90 🇯🇲Jamaica Americas 6 Foundational ±0.43
91 🇲🇪Montenegro Europe 6 Foundational ±0.43
92 🇲🇰North Macedonia Europe 6 Foundational ±0.00
93 🇸🇳Senegal Africa 6 Foundational ±0.50
94 🇱🇰Sri Lanka Asia Pacific 6 Foundational ±0.43
95 🇩🇿Algeria Africa 5 Nascent ±0.50
96 🇦🇲Armenia Middle East 5 Nascent ±0.43
97 🇧🇳Brunei Asia Pacific 5 Nascent ±0.87
98 🇨🇮Côte d'Ivoire Africa 5 Nascent ±0.00
99 🇸🇻El Salvador Americas 5 Nascent ±0.00
100 🇬🇹Guatemala Americas 5 Nascent ±0.00
101 🇽🇰Kosovo Europe 5 Nascent ±0.00
102 🇱🇧Lebanon Middle East 5 Nascent ±0.71
103 🇲🇳Mongolia Asia Pacific 5 Nascent ±0.00
104 🇳🇵Nepal Asia Pacific 5 Nascent ±0.43
105 🇵🇾Paraguay Americas 5 Nascent ±1.23
106 🇹🇿Tanzania Africa 5 Nascent ±0.00
107 🇹🇹Trinidad & Tobago Americas 5 Nascent ±0.43
108 🇺🇬Uganda Africa 5 Nascent ±0.43
109 🇺🇿Uzbekistan Asia Pacific 5 Nascent ±0.43
110 🇦🇱Albania Europe 4 Nascent ±0.71
111 🇦🇩Andorra Europe 4 Nascent ±0.50
112 🇧🇦Bosnia & Herzegovina Europe 4 Nascent ±0.00
113 🇧🇼Botswana Africa 4 Nascent ±0.00
114 🇰🇭Cambodia Asia Pacific 4 Nascent ±0.00
115 🇫🇯Fiji Asia Pacific 4 Nascent ±0.00
116 🇬🇾Guyana Americas 4 Nascent ±0.50
117 🇭🇳Honduras Americas 4 Nascent ±0.43
118 🇮🇶Iraq Middle East 4 Nascent ±0.43
119 🇰🇬Kyrgyzstan Asia Pacific 4 Nascent ±0.43
120 🇲🇻Maldives Asia Pacific 4 Nascent ±0.00
121 🇳🇦Namibia Africa 4 Nascent ±0.43
122 🇰🇵North Korea Asia Pacific 4 Nascent ±1.12
123 🇵🇸Palestine Middle East 4 Nascent ±0.00
124 🇸🇨Seychelles Africa 4 Nascent ±0.50
125 🇦🇴Angola Africa 3 Nascent ±0.00
126 🇧🇸Bahamas Americas 3 Nascent ±0.00
127 🇧🇧Barbados Americas 3 Nascent ±0.43
128 🇧🇯Benin Africa 3 Nascent ±0.00
129 🇧🇴Bolivia Americas 3 Nascent ±0.00
130 🇨🇻Cabo Verde Africa 3 Nascent ±0.71
131 🇨🇲Cameroon Africa 3 Nascent ±0.43
132 🇨🇺Cuba Americas 3 Nascent ±0.43
133 🇸🇿Eswatini Africa 3 Nascent ±0.50
134 🇬🇦Gabon Africa 3 Nascent ±0.00
135 🇱🇦Laos Asia Pacific 3 Nascent ±0.00
136 🇱🇸Lesotho Africa 3 Nascent ±0.50
137 🇲🇬Madagascar Africa 3 Nascent ±0.43
138 🇲🇼Malawi Africa 3 Nascent ±0.00
139 🇲🇿Mozambique Africa 3 Nascent ±0.43
140 🇲🇲Myanmar Asia Pacific 3 Nascent ±0.43
141 🇳🇮Nicaragua Americas 3 Nascent ±0.00
142 🇸🇲San Marino Europe 3 Nascent ±0.00
143 🇸🇱Sierra Leone Africa 3 Nascent ±0.00
144 🇸🇷Suriname Americas 3 Nascent ±0.50
145 🇹🇯Tajikistan Asia Pacific 3 Nascent ±0.00
146 🇹🇬Togo Africa 3 Nascent ±0.00
147 🇻🇪Venezuela Americas 3 Nascent ±0.43
148 🇿🇲Zambia Africa 3 Nascent ±0.43
149 🇿🇼Zimbabwe Africa 3 Nascent ±0.43
150 🇦🇬Antigua & Barbuda Americas 2 Inception ±0.00
151 🇧🇿Belize Americas 2 Inception ±0.00
152 🇧🇹Bhutan Asia Pacific 2 Inception ±0.43
153 🇧🇫Burkina Faso Africa 2 Inception ±0.00
154 🇨🇬Congo Africa 2 Inception ±0.00
155 🇩🇯Djibouti Africa 2 Inception ±0.00
156 🇩🇲Dominica Americas 2 Inception ±0.00
157 🇨🇩DR Congo Africa 2 Inception ±0.00
158 🇬🇶Equatorial Guinea Africa 2 Inception ±0.50
159 🇬🇲Gambia Africa 2 Inception ±0.00
160 🇬🇩Grenada Americas 2 Inception ±0.00
161 🇬🇳Guinea Africa 2 Inception ±0.00
162 🇱🇷Liberia Africa 2 Inception ±0.00
163 🇱🇾Libya Africa 2 Inception ±0.00
164 🇲🇱Mali Africa 2 Inception ±0.00
165 🇲🇷Mauritania Africa 2 Inception ±0.43
166 🇳🇪Niger Africa 2 Inception ±0.00
167 🇵🇬Papua New Guinea Asia Pacific 2 Inception ±0.00
168 🇰🇳Saint Kitts & Nevis Americas 2 Inception ±0.00
169 🇱🇨Saint Lucia Americas 2 Inception ±0.00
170 🇻🇨Saint Vincent & Grenadines Americas 2 Inception ±0.00
171 🇼🇸Samoa Asia Pacific 2 Inception ±0.43
172 🇹🇱Timor-Leste Asia Pacific 2 Inception ±0.43
173 🇹🇲Turkmenistan Asia Pacific 2 Inception ±0.00
174 🇦🇫Afghanistan Asia Pacific 1 Inception ±0.50
175 🇧🇮Burundi Africa 1 Inception ±0.00
176 🇨🇫Central African Rep. Africa 1 Inception ±0.00
177 🇹🇩Chad Africa 1 Inception ±0.00
178 🇰🇲Comoros Africa 1 Inception ±0.00
179 🇪🇷Eritrea Africa 1 Inception ±0.00
180 🇬🇼Guinea-Bissau Africa 1 Inception ±0.00
181 🇭🇹Haiti Americas 1 Inception ±0.00
182 🇻🇦Holy See Europe 1 Inception ±0.43
183 🇰🇮Kiribati Asia Pacific 1 Inception ±0.00
184 🇲🇭Marshall Islands Asia Pacific 1 Inception ±0.43
185 🇫🇲Micronesia Asia Pacific 1 Inception ±0.00
186 🇳🇷Nauru Asia Pacific 1 Inception ±0.00
187 🇵🇼Palau Asia Pacific 1 Inception ±0.43
188 🇸🇹São Tomé & Príncipe Africa 1 Inception ±0.43
189 🇸🇧Solomon Islands Asia Pacific 1 Inception ±0.00
190 🇸🇴Somalia Africa 1 Inception ±0.00
191 🇸🇸South Sudan Africa 1 Inception ±0.00
192 🇸🇩Sudan Africa 1 Inception ±0.00
193 🇸🇾Syria Middle East 1 Inception ±0.00
194 🇹🇴Tonga Asia Pacific 1 Inception ±0.43
195 🇹🇻Tuvalu Asia Pacific 1 Inception ±0.00
196 🇻🇺Vanuatu Asia Pacific 1 Inception ±0.43
197 🇾🇪Yemen Middle East 1 Inception ±0.43

Others in Communications & Digital Infrastructure

CapabilityWorld meanRangeLeader
Subsea Cables & International Gateways9.91–19Singapore, United States
Core & Backbone Networks9.72–19South Korea
Mobile & Wireless Networks10.71–20South Korea
Spectrum & Broadcasting9.83–18South Korea, United States
Data Centres, Compute & Cloud7.51–20United States
Data Resources8.72–19United States