Technology index

AI Use Cases by Technology

Browse broad AI capabilities and automatically admitted named technologies, ranked by recent adoption momentum across real use cases.

Deployments

Use case catalog

Hot technologies by provider

Full hot ranking

Documented cases by provider - each technology ranked independently

AWS leads with 994 cases across its top technologies - 40% of the 2,480 tracked across 6 providers.

AWS
994 total
  1. Amazon Bedrock, rank 1, 369 cases369
  2. Amazon S3, rank 2, 208 cases208
  3. AWS Lambda, rank 3, 136 cases136
Google Cloud
807 total
  1. BigQuery, rank 1, 184 cases184
  2. Vertex AI, rank 2, 151 cases151
  3. Google Kubernetes Engine, rank 3, 121 cases121
Microsoft
412 total
  1. Azure OpenAI, rank 1, 96 cases96
  2. Copilot Studio, rank 2, 80 cases80
  3. Microsoft 365 Copilot, rank 3, 56 cases56
Alibaba Cloud
207 total
  1. Elastic Compute Service, rank 1, 43 cases43
  2. Object Storage Service (OSS), rank 2, 30 cases30
  3. Alibaba Cloud Container Service for Kubernetes (ACK), rank 3, 25 cases25
IBM
45 total
  1. IBM watsonx Orchestrate, rank 1, 22 cases22
  2. IBM watsonx.ai, rank 2, 4 cases4
  3. Python, rank 3, 4 cases4
Oracle
15 total
  1. OCI Generative AI, rank 1, 4 cases4
  2. Oracle Digital Assistant, rank 2, 3 cases3
  3. Oracle Integration Cloud, rank 3, 2 cases2

Each technology has its own bar. Counts uses one shared scale across providers; Share shows its portion of that provider's displayed total.

Each technology is ranked independently by its documented case count. Counts mode uses one shared scale across every provider, while Share mode shows each technology as a percentage of that provider's displayed top-technology total. Counts reflect source-linked cases to date.

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1

Amazon Bedrock

Why this ranks: momentum 95/100; 321 recent cases in the last 6 months; +275 vs previous period; innovativeness 3.4/5 across 455 scored cases; evidence depth 455 cases; top sources Customer Story (210), Blog Post (163), Case Study (47).

Momentum95
Avg. Innovativeness3.4
Total455(+321)
2

AI Agents

Why this ranks: momentum 90/100; 366 recent cases in the last 6 months; +245 vs previous period; innovativeness 3.5/5 across 1,184 scored cases; evidence depth 1,184 cases; top sources Customer Story (371), Blog Post (323), Unknown (235).

Momentum90
Avg. Innovativeness3.5
Total1,184(+366)
3

BigQuery

Why this ranks: momentum 74/100; 151 recent cases in the last 6 months; +149 vs previous period; innovativeness 3.4/5 across 295 scored cases; evidence depth 295 cases; top sources Customer Story (279), Blog Post (11), Unknown (4).

Momentum74
Avg. Innovativeness3.4
Total295(+151)
4

Vertex AI

Why this ranks: momentum 70/100; 135 recent cases in the last 6 months; +127 vs previous period; innovativeness 3.5/5 across 297 scored cases; evidence depth 297 cases; top sources Customer Story (257), Blog Post (23), Unknown (9).

Momentum70
Avg. Innovativeness3.5
Total297(+135)
5

RAG Systems

Why this ranks: momentum 67/100; 132 recent cases in the last 6 months; +97 vs previous period; innovativeness 3.6/5 across 340 scored cases; evidence depth 340 cases; top sources Blog Post (148), Customer Story (116), Unknown (33).

Momentum67
Avg. Innovativeness3.6
Total340(+132)
6

Amazon S3

Why this ranks: momentum 67/100; 121 recent cases in the last 6 months; +98 vs previous period; innovativeness 3.4/5 across 235 scored cases; evidence depth 235 cases; top sources Blog Post (155), Customer Story (62), Case Study (8).

Momentum67
Avg. Innovativeness3.4
Total235(+121)
7

Google Kubernetes Engine

Why this ranks: momentum 67/100; 109 recent cases in the last 6 months; +105 vs previous period; innovativeness 3.3/5 across 191 scored cases; evidence depth 191 cases; top sources Customer Story (181), Blog Post (5), Unknown (5).

Momentum67
Avg. Innovativeness3.3
Total191(+109)
8

Gemini

Why this ranks: momentum 65/100; 102 recent cases in the last 6 months; +96 vs previous period; innovativeness 3.6/5 across 184 scored cases; evidence depth 184 cases; top sources Customer Story (160), Blog Post (17), Unknown (3).

Momentum65
Avg. Innovativeness3.6
Total184(+102)
9

Multi-Agent Systems

Why this ranks: momentum 63/100; 129 recent cases in the last 6 months; +71 vs previous period; innovativeness 3.8/5 across 445 scored cases; evidence depth 445 cases; top sources Blog Post (157), Customer Story (111), Unknown (83).

Momentum63
Avg. Innovativeness3.8
Total445(+129)
10

AWS Lambda

Why this ranks: momentum 61/100; 87 recent cases in the last 6 months; +70 vs previous period; innovativeness 3.4/5 across 167 scored cases; evidence depth 167 cases; top sources Blog Post (92), Customer Story (49), Case Study (15).

Momentum61
Avg. Innovativeness3.4
Total167(+87)
11

Gemini Enterprise Agent Platform

Why this ranks: momentum 58/100; 56 recent cases in the last 6 months; +56 vs previous period; innovativeness 3.7/5 across 65 scored cases; evidence depth 65 cases; top sources Customer Story (61), Blog Post (4).

Momentum58
Avg. Innovativeness3.7
Total65(+56)
12

Computer Vision

Why this ranks: momentum 57/100; 82 recent cases in the last 6 months; +64 vs previous period; innovativeness 3.5/5 across 412 scored cases; evidence depth 412 cases; top sources Customer Story (131), Blog Post (86), Unknown (81).

Momentum57
Avg. Innovativeness3.5
Total412(+82)
13

Cloud Storage

Why this ranks: momentum 57/100; 60 recent cases in the last 6 months; +60 vs previous period; innovativeness 3.5/5 across 97 scored cases; evidence depth 97 cases; top sources Customer Story (94), Unknown (2), Blog Post (1).

Momentum57
Avg. Innovativeness3.5
Total97(+60)
14

Cloud Run

Why this ranks: momentum 56/100; 57 recent cases in the last 6 months; +56 vs previous period; innovativeness 3.6/5 across 92 scored cases; evidence depth 92 cases; top sources Customer Story (90), Blog Post (1), Unknown (1).

Momentum56
Avg. Innovativeness3.6
Total92(+57)
15

Amazon SageMaker

Why this ranks: momentum 55/100; 60 recent cases in the last 6 months; +54 vs previous period; innovativeness 3.3/5 across 124 scored cases; evidence depth 124 cases; top sources Blog Post (50), Customer Story (44), Case Study (12).

Momentum55
Avg. Innovativeness3.3
Total124(+60)
16

Looker

Why this ranks: momentum 54/100; 47 recent cases in the last 6 months; +46 vs previous period; innovativeness 3.3/5 across 66 scored cases; evidence depth 66 cases; top sources Customer Story (61), Blog Post (3), Case Study (1).

Momentum54
Avg. Innovativeness3.3
Total66(+47)
17

Amazon EC2

Why this ranks: momentum 52/100; 42 recent cases in the last 6 months; +38 vs previous period; innovativeness 3.3/5 across 56 scored cases; evidence depth 56 cases; top sources Customer Story (33), Blog Post (18), Case Study (4).

Momentum52
Avg. Innovativeness3.3
Total56(+42)
18

Voice & Speech AI

Why this ranks: momentum 51/100; 56 recent cases in the last 6 months; +39 vs previous period; innovativeness 3.3/5 across 253 scored cases; evidence depth 253 cases; top sources Customer Story (81), Unknown (58), Blog Post (51).

Momentum51
Avg. Innovativeness3.3
Total253(+56)
19

Amazon EKS

Why this ranks: momentum 51/100; 35 recent cases in the last 6 months; +35 vs previous period; innovativeness 3.3/5 across 42 scored cases; evidence depth 42 cases; top sources Customer Story (22), Blog Post (11), Case Study (9).

Momentum51
Avg. Innovativeness3.3
Total42(+35)
20

Amazon Bedrock AgentCore

Why this ranks: momentum 50/100; 39 recent cases in the last 6 months; +24 vs previous period; innovativeness 3.8/5 across 54 scored cases; evidence depth 54 cases; top sources Blog Post (32), Customer Story (15), Case Study (4).

Momentum50
Avg. Innovativeness3.8
Total54(+39)
21

Copilot & AI Assistants

Why this ranks: momentum 49/100; 62 recent cases in the last 6 months; +13 vs previous period; innovativeness 3.1/5 across 654 scored cases; evidence depth 654 cases; top sources Unknown (200), Blog Post (153), News Article (125).

Momentum49
Avg. Innovativeness3.1
Total654(+62)
22

Microsoft 365 Copilot

Why this ranks: momentum 49/100; 49 recent cases in the last 6 months; +32 vs previous period; innovativeness 2.9/5 across 191 scored cases; evidence depth 191 cases; top sources Blog Post (46), Customer Story (45), Unknown (42).

Momentum49
Avg. Innovativeness2.9
Total191(+49)
23

Copilot Studio

Why this ranks: momentum 49/100; 48 recent cases in the last 6 months; +36 vs previous period; innovativeness 3.3/5 across 156 scored cases; evidence depth 156 cases; top sources Customer Story (58), Blog Post (38), Unknown (35).

Momentum49
Avg. Innovativeness3.3
Total156(+48)
24

Cloud SQL

Why this ranks: momentum 49/100; 37 recent cases in the last 6 months; +35 vs previous period; innovativeness 3.5/5 across 63 scored cases; evidence depth 63 cases; top sources Customer Story (61), Blog Post (1), Unknown (1).

Momentum49
Avg. Innovativeness3.5
Total63(+37)
25

Elastic Compute Service

Why this ranks: momentum 49/100; 32 recent cases in the last 6 months; +32 vs previous period; innovativeness 2.9/5 across 41 scored cases; evidence depth 41 cases; top sources Customer Story (39), Unknown (2).

Momentum49
Avg. Innovativeness2.9
Total41(+32)
26

Amazon Textract

Why this ranks: momentum 48/100; 39 recent cases in the last 6 months; +32 vs previous period; innovativeness 3.2/5 across 93 scored cases; evidence depth 93 cases; top sources Blog Post (55), Customer Story (20), Case Study (6).

Momentum48
Avg. Innovativeness3.2
Total93(+39)
27

Compute Engine

Why this ranks: momentum 47/100; 33 recent cases in the last 6 months; +32 vs previous period; innovativeness 3.3/5 across 65 scored cases; evidence depth 65 cases; top sources Customer Story (65).

Momentum47
Avg. Innovativeness3.3
Total65(+33)
28

Amazon Bedrock Guardrails

Why this ranks: momentum 47/100; 30 recent cases in the last 6 months; +28 vs previous period; innovativeness 3.4/5 across 44 scored cases; evidence depth 44 cases; top sources Blog Post (24), Customer Story (15), Case Study (3).

Momentum47
Avg. Innovativeness3.4
Total44(+30)
29

Anthropic Claude 3

Why this ranks: momentum 47/100; 29 recent cases in the last 6 months; +25 vs previous period; innovativeness 3.3/5 across 41 scored cases; evidence depth 41 cases; top sources Customer Story (22), Blog Post (16), Case Study (2).

Momentum47
Avg. Innovativeness3.3
Total41(+29)
30

Microsoft Foundry

Why this ranks: momentum 46/100; 36 recent cases in the last 6 months; +24 vs previous period; innovativeness 3.5/5 across 84 scored cases; evidence depth 84 cases; top sources Customer Story (34), Blog Post (18), News Article (13).

Momentum46
Avg. Innovativeness3.5
Total84(+36)
31

Azure OpenAI

Why this ranks: momentum 45/100; 43 recent cases in the last 6 months; +18 vs previous period; innovativeness 3.3/5 across 543 scored cases; evidence depth 543 cases; top sources Unknown (143), News Article (114), Customer Story (100).

Momentum45
Avg. Innovativeness3.3
Total543(+43)
32

Amazon DynamoDB

Why this ranks: momentum 45/100; 30 recent cases in the last 6 months; +26 vs previous period; innovativeness 3.4/5 across 60 scored cases; evidence depth 60 cases; top sources Blog Post (40), Customer Story (13), Case Study (4).

Momentum45
Avg. Innovativeness3.4
Total60(+30)
33

Amazon Bedrock Knowledge Bases

Why this ranks: momentum 45/100; 29 recent cases in the last 6 months; +23 vs previous period; innovativeness 3.5/5 across 56 scored cases; evidence depth 56 cases; top sources Blog Post (43), Customer Story (10), Case Study (2).

Momentum45
Avg. Innovativeness3.5
Total56(+29)
34

Pub/Sub

Why this ranks: momentum 45/100; 26 recent cases in the last 6 months; +25 vs previous period; innovativeness 3.5/5 across 41 scored cases; evidence depth 41 cases; top sources Customer Story (40), Blog Post (1).

Momentum45
Avg. Innovativeness3.5
Total41(+26)
35

Amazon Elastic Kubernetes Service

Why this ranks: momentum 45/100; 23 recent cases in the last 6 months; +22 vs previous period; innovativeness 3.4/5 across 28 scored cases; evidence depth 28 cases; top sources Customer Story (18), Blog Post (7), Case Study (3).

Momentum45
Avg. Innovativeness3.4
Total28(+23)
36

Google Workspace

Why this ranks: momentum 44/100; 25 recent cases in the last 6 months; +24 vs previous period; innovativeness 3.0/5 across 43 scored cases; evidence depth 43 cases; top sources Customer Story (40), Blog Post (3).

Momentum44
Avg. Innovativeness3.0
Total43(+25)
37

Amazon SageMaker AI

Why this ranks: momentum 44/100; 25 recent cases in the last 6 months; +20 vs previous period; innovativeness 3.5/5 across 36 scored cases; evidence depth 36 cases; top sources Blog Post (24), Customer Story (11), Unknown (1).

Momentum44
Avg. Innovativeness3.5
Total36(+25)
38

Amazon CloudWatch

Why this ranks: momentum 44/100; 23 recent cases in the last 6 months; +23 vs previous period; innovativeness 3.4/5 across 32 scored cases; evidence depth 32 cases; top sources Blog Post (16), Customer Story (12), Case Study (2).

Momentum44
Avg. Innovativeness3.4
Total32(+23)
39

Amazon OpenSearch Service

Why this ranks: momentum 43/100; 26 recent cases in the last 6 months; +24 vs previous period; innovativeness 3.4/5 across 53 scored cases; evidence depth 53 cases; top sources Blog Post (31), Customer Story (14), Case Study (7).

Momentum43
Avg. Innovativeness3.4
Total53(+26)
40

Object Storage Service (OSS)

Why this ranks: momentum 43/100; 21 recent cases in the last 6 months; +21 vs previous period; innovativeness 2.9/5 across 28 scored cases; evidence depth 28 cases; top sources Customer Story (27), Blog Post (1).

Momentum43
Avg. Innovativeness2.9
Total28(+21)
41

Amazon Nova Lite

Why this ranks: momentum 43/100; 19 recent cases in the last 6 months; +17 vs previous period; innovativeness 3.4/5 across 21 scored cases; evidence depth 21 cases; top sources Blog Post (13), Customer Story (5), Case Study (3).

Momentum43
Avg. Innovativeness3.4
Total21(+19)
42

Fine-Tuned Models

Why this ranks: momentum 42/100; 30 recent cases in the last 6 months; +19 vs previous period; innovativeness 3.6/5 across 188 scored cases; evidence depth 188 cases; top sources Customer Story (47), Blog Post (46), Unknown (37).

Momentum42
Avg. Innovativeness3.6
Total188(+30)
43

Amazon RDS

Why this ranks: momentum 42/100; 20 recent cases in the last 6 months; +18 vs previous period; innovativeness 3.2/5 across 30 scored cases; evidence depth 30 cases; top sources Customer Story (14), Blog Post (13), Case Study (2).

Momentum42
Avg. Innovativeness3.2
Total30(+20)
44

ApsaraDB RDS for MySQL

Why this ranks: momentum 42/100; 18 recent cases in the last 6 months; +18 vs previous period; innovativeness 2.8/5 across 22 scored cases; evidence depth 22 cases; top sources Customer Story (22).

Momentum42
Avg. Innovativeness2.8
Total22(+18)
45

Amazon Q Developer

Why this ranks: momentum 42/100; 17 recent cases in the last 6 months; +17 vs previous period; innovativeness 3.1/5 across 20 scored cases; evidence depth 20 cases; top sources Customer Story (13), Case Study (4), Blog Post (1).

Momentum42
Avg. Innovativeness3.1
Total20(+17)
46

Gemini Enterprise

Why this ranks: momentum 42/100; 17 recent cases in the last 6 months; +17 vs previous period; innovativeness 3.4/5 across 19 scored cases; evidence depth 19 cases; top sources Customer Story (19).

Momentum42
Avg. Innovativeness3.4
Total19(+17)
47

Amazon API Gateway

Why this ranks: momentum 41/100; 24 recent cases in the last 6 months; +14 vs previous period; innovativeness 3.4/5 across 61 scored cases; evidence depth 61 cases; top sources Blog Post (43), Customer Story (11), Case Study (5).

Momentum41
Avg. Innovativeness3.4
Total61(+24)
48

Microsoft Copilot Studio

Why this ranks: momentum 41/100; 22 recent cases in the last 6 months; +18 vs previous period; innovativeness 3.4/5 across 49 scored cases; evidence depth 49 cases; top sources Customer Story (24), Unknown (10), Blog Post (6).

Momentum41
Avg. Innovativeness3.4
Total49(+22)
49

Amazon ECS

Why this ranks: momentum 41/100; 20 recent cases in the last 6 months; +17 vs previous period; innovativeness 3.4/5 across 35 scored cases; evidence depth 35 cases; top sources Blog Post (19), Customer Story (11), Case Study (4).

Momentum41
Avg. Innovativeness3.4
Total35(+20)
50

Object Storage Service

Why this ranks: momentum 41/100; 17 recent cases in the last 6 months; +17 vs previous period; innovativeness 2.9/5 across 21 scored cases; evidence depth 21 cases; top sources Customer Story (21).

Momentum41
Avg. Innovativeness2.9
Total21(+17)
51

Qwen

Why this ranks: momentum 41/100; 16 recent cases in the last 6 months; +16 vs previous period; innovativeness 3.4/5 across 19 scored cases; evidence depth 19 cases; top sources Customer Story (16), Blog Post (1), Press Release (1).

Momentum41
Avg. Innovativeness3.4
Total19(+16)
52

AWS Step Functions

Why this ranks: momentum 40/100; 22 recent cases in the last 6 months; +14 vs previous period; innovativeness 3.5/5 across 59 scored cases; evidence depth 59 cases; top sources Blog Post (47), Customer Story (7), Case Study (2).

Momentum40
Avg. Innovativeness3.5
Total59(+22)
53

Alibaba Cloud Elastic Compute Service

Why this ranks: momentum 40/100; 17 recent cases in the last 6 months; +17 vs previous period; innovativeness 2.8/5 across 24 scored cases; evidence depth 24 cases; top sources Customer Story (24).

Momentum40
Avg. Innovativeness2.8
Total24(+17)
54

Strands Agents SDK

Why this ranks: momentum 40/100; 15 recent cases in the last 6 months; +13 vs previous period; innovativeness 4.0/5 across 18 scored cases; evidence depth 18 cases; top sources Blog Post (14), Customer Story (2), Unknown (1).

Momentum40
Avg. Innovativeness4.0
Total18(+15)
55

Amazon Connect Customer

Why this ranks: momentum 40/100; 13 recent cases in the last 6 months; +13 vs previous period; innovativeness 3.1/5 across 13 scored cases; evidence depth 13 cases; top sources Customer Story (8), Case Study (4), Press Release (1).

Momentum40
Avg. Innovativeness3.1
Total13(+13)
56

AWS Glue

Why this ranks: momentum 39/100; 16 recent cases in the last 6 months; +14 vs previous period; innovativeness 3.5/5 across 23 scored cases; evidence depth 23 cases; top sources Blog Post (10), Customer Story (9), Video Or Webinar (2).

Momentum39
Avg. Innovativeness3.5
Total23(+16)
57

Microsoft Teams

Why this ranks: momentum 38/100; 21 recent cases in the last 6 months; +16 vs previous period; innovativeness 3.0/5 across 104 scored cases; evidence depth 104 cases; top sources Customer Story (36), News Article (19), Unknown (18).

Momentum38
Avg. Innovativeness3.0
Total104(+21)
58

Alibaba Cloud Container Service for Kubernetes (ACK)

Why this ranks: momentum 38/100; 15 recent cases in the last 6 months; +15 vs previous period; innovativeness 2.8/5 across 24 scored cases; evidence depth 24 cases; top sources Customer Story (23), Blog Post (1).

Momentum38
Avg. Innovativeness2.8
Total24(+15)
59

IBM watsonx Orchestrate

Why this ranks: momentum 38/100; 14 recent cases in the last 6 months; +12 vs previous period; innovativeness 3.8/5 across 18 scored cases; evidence depth 18 cases; top sources Blog Post (6), Case Study (6), Customer Story (4).

Momentum38
Avg. Innovativeness3.8
Total18(+14)
60

Elastic Compute Service (ECS)

Why this ranks: momentum 38/100; 13 recent cases in the last 6 months; +13 vs previous period; innovativeness 2.7/5 across 17 scored cases; evidence depth 17 cases; top sources Customer Story (17).

Momentum38
Avg. Innovativeness2.7
Total17(+13)
61

Container Service for Kubernetes

Why this ranks: momentum 38/100; 12 recent cases in the last 6 months; +12 vs previous period; innovativeness 2.9/5 across 14 scored cases; evidence depth 14 cases; top sources Customer Story (14).

Momentum38
Avg. Innovativeness2.9
Total14(+12)
62

Alibaba Cloud Model Studio

Why this ranks: momentum 38/100; 12 recent cases in the last 6 months; +12 vs previous period; innovativeness 3.6/5 across 13 scored cases; evidence depth 13 cases; top sources Customer Story (11), Blog Post (1), Unknown (1).

Momentum38
Avg. Innovativeness3.6
Total13(+12)
63

Cloud Run functions

Why this ranks: momentum 38/100; 12 recent cases in the last 6 months; +12 vs previous period; innovativeness 3.5/5 across 13 scored cases; evidence depth 13 cases; top sources Customer Story (13).

Momentum38
Avg. Innovativeness3.5
Total13(+12)
64

Document AI

Why this ranks: momentum 37/100; 16 recent cases in the last 6 months; +14 vs previous period; innovativeness 3.2/5 across 36 scored cases; evidence depth 36 cases; top sources Customer Story (28), Blog Post (7), Press Release (1).

Momentum37
Avg. Innovativeness3.2
Total36(+16)
65

Amazon Nova Pro

Why this ranks: momentum 37/100; 14 recent cases in the last 6 months; +8 vs previous period; innovativeness 3.3/5 across 20 scored cases; evidence depth 20 cases; top sources Blog Post (15), Customer Story (5).

Momentum37
Avg. Innovativeness3.3
Total20(+14)
66

Amazon Nova

Why this ranks: momentum 37/100; 12 recent cases in the last 6 months; +10 vs previous period; innovativeness 3.4/5 across 15 scored cases; evidence depth 15 cases; top sources Blog Post (6), Customer Story (6), Case Study (2).

Momentum37
Avg. Innovativeness3.4
Total15(+12)
67

Amazon Nova Foundation Models

Why this ranks: momentum 37/100; 10 recent cases in the last 6 months; +10 vs previous period; innovativeness 3.3/5 across 10 scored cases; evidence depth 10 cases; top sources Customer Story (10).

Momentum37
Avg. Innovativeness3.3
Total10(+10)
68

Microsoft Fabric

Why this ranks: momentum 35/100; 17 recent cases in the last 6 months; +7 vs previous period; innovativeness 3.4/5 across 125 scored cases; evidence depth 125 cases; top sources Blog Post (38), Customer Story (23), Unknown (22).

Momentum35
Avg. Innovativeness3.4
Total125(+17)
69

AI Avatars

Why this ranks: momentum 17/100; 3 recent cases in the last 6 months; +3 vs previous period; innovativeness 3.4/5 across 22 scored cases; evidence depth 22 cases; top sources Customer Story (8), Blog Post (4), Unknown (4).

Momentum17
Avg. Innovativeness3.4
Total22(+3)
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