Search 3,920 source-linked enterprise AI use cases

Discover how 3,484 organizations are applying AI across workflows, industries, technologies, and reported outcomes. Updated daily from public documentation.

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3,920 use cases3,484 companies250 partnersupdated daily

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Choose a route into documented deployments, reusable applications, or market momentum.

Company researchHow is a company using AI?Find source-linked deployments by organization, industry, and technology.Use case patternsWhat can AI do for this workflow?Explore reusable applications backed by documented enterprise deployments.Market signalsWhich technologies are gaining traction?Compare adoption momentum across technologies, providers, industries, and regions.

Market overview

Adoption Signals

Deployment volume by industry, the sectors accelerating fastest, and the headline findings across the corpus.

AI by Industry

Explore industries
  1. Manufacturing556
  2. Healthcare542
  3. Finance & Banking410
  4. Retail & E-commerce392
  5. Tech & Communications367

Industry Momentum

View momentum
  1. Tech & Communications+150
  2. Finance & Banking+123
  3. Retail & E-commerce+129
  4. Healthcare+104
  5. Manufacturing+48

Key Signals

Explore outcomes
72%Custom-built deployments lead38%Agents are entering the current cohort39%Reported outcomes are still selective

Individual deployments

Deployments

The highest-ranked documented company deployments, ordered by time-adjusted innovativeness.

3,539 documented deployments

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RankDeploymentScore
  1. 1Indiana Secretary of State modernizes state services with Gemini AI and Vertex AIIndiana Secretary of State · Public Sector4.8
  2. 2Blue Origin Accelerates Lunar Hardware Development Using Agentic AI on AWSBlue Origin · Manufacturing4.8
  3. 3Supply Chain 2.0: How Microsoft is Powering Simulations, AI Agents, and Physical AIMicrosoft · Logistics4.7
  4. 4Vxceed builds a near real-time multi-agent AI platform on Amazon Bedrock for retail executionVxceed Technologies NZ LTD · Consumer & Food4.7
  5. 5KTern.AI builds agentic AI for SAP transformation on Amazon Bedrock AgentCoreKTern.AI · Professional Services4.5
  6. 6Enterprise automation elevated with agentic AI for professional servicesForvis Mazars · Professional Services4.5

Reusable applications

Use Case Patterns

The most widely documented reusable AI applications, with their momentum signal alongside case volume.

211 reusable patterns

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RankUse case typeTrend12 moMomentum
  1. 1Customer service automation203 documented casesCustomer service automation: documented case activity over the last 12 months81
  2. 2AI platform150 documented casesAI platform: documented case activity over the last 12 months91
  3. 3Predictive maintenance150 documented casesPredictive maintenance: documented case activity over the last 12 months46
  4. 4Workflow automation135 documented casesWorkflow automation: documented case activity over the last 12 months94
  5. 5Claims automation127 documented casesClaims automation: documented case activity over the last 12 months59
  6. 6Agriculture optimization102 documented casesAgriculture optimization: documented case activity over the last 12 months30

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Evidence & methodology

Keep the source in view

The corpus tracks publicly documented deployments. Its evidence signals describe what each source supports, not an independent audit of whether a system remains operational.

Read the methodology

Source-linked records

Each deployment keeps its public source references and the minimum supporting evidence needed for review.

Deterministic evidence strength

Customer identity, source type, corroboration, technical detail, outcomes, and recency are scored from observable signals.

Explicit maturity only

Production and scaled-production labels require source language that supports the stated deployment status.

Agentic adoption

How enterprises are adopting agentic AI

Compare which workloads are becoming agentic and whether implementations are custom-built or packaged.

0%25%50%75%057114171228corpus average · 30% of cases are agenticAgent-led already: Higher Documented deployments (adoption volume) and higher Share of deployments that are agentic.Agent-led alreadyStill pipelines & models: Higher Documented deployments (adoption volume) and lower Share of deployments that are agentic.Still pipelines & modelsDocumented deployments (adoption volume)Share of deployments that are agentic

+2 labels hidden for clarity. Hover or focus a dot for details.

Open the interactive data
0%25%50%75%017345067corpus average · 30% agenticCustom-built agents: Lower Packaged (buy + low-code) share of implementations and higher Share of deployments that are agentic.Custom-built agentsPackaged agents: Higher Packaged (buy + low-code) share of implementations and higher Share of deployments that are agentic.Packaged agentsOff-the-shelf assistants: Higher Packaged (buy + low-code) share of implementations and lower Share of deployments that are agentic.Off-the-shelf assistantsCustom pipelines: Lower Packaged (buy + low-code) share of implementations and lower Share of deployments that are agentic.Custom pipelinesPackaged (buy + low-code) share of implementationsShare of deployments that are agentic

+3 labels hidden for clarity. Hover or focus a dot for details.

Open the interactive data

Explore the evidence

Read the market through the charts

Three live views into how enterprise AI is built, where outcomes are measured, and which narratives are moving.

Browse all insights

Implementation mix

What gets built, bought, or composed?

Build leads at 72%. Compare how enterprises assemble AI across every documented use-case type.

Share of classified deployments2.8K cases

Build

72%

Buy

9%

Compose

11%

Mixed

8%

72% of 3,865 deployments have a classified implementation approach.

Open the interactive data

Narrative radar

What is moving now?

0 narratives are rising. Ring position separates deployed evidence from discussion-only signals.

Open the interactive data

Outcome evidence

Where is AI impact actually measured?

Tech & Comms × time & speed has the densest evidence. The matrix links reported outcomes back to the underlying deployments.

18

industries

10

outcome categories

155

evidence intersections

SpeedCostOutputQualityHealthcare
Manufacturing
Finance
Tech & Comms
Insurance
Retail
Open the interactive data

Adoption momentum

Where enterprise AI adoption is accelerating

Compare recent deployment growth across industries, technologies, and countries using the same momentum index.

Industries

Ranked by momentum index (recent acceleration over last 6 months) · higher is better

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Technologies

Ranked by momentum index (recent acceleration over last 6 months) · higher is better

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Countries

Ranked by momentum index (recent acceleration over last 6 months) · higher is better

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Build custom charts in the Data Playground and read the latest LLM market insights.

Recently added

Changelog

10+ cases added in the last 7 days

  1. New Alibaba use case · Aug 3

    Silot.ai (Kaya e-commerce/social marketplace) builds recommendations & analytics using PAI on Alibaba CloudSilot

  2. New Alibaba use case · Aug 2

    Genetic Plus Virtual Builder Platform uses ECS, OSS, and Alibaba Cloud 3D Space Reconstruction with global edge streamingGenetic Plus Co., Ltd.

  3. New Alibaba use case · Aug 2

    Technimal EDGE industrial IoT platform reduces latency and costs with ECS, ACK, and ApsaraDBTechnimal

  4. New Alibaba use case · Aug 2

    Ignite Vision automates influencer matching using Qwen LLM on Alibaba CloudIgnite Vision

  5. New Alibaba use case · Aug 2

    Youpik builds social commerce on Alibaba Cloud to handle high-concurrency livestreamingYoupik

  6. New Alibaba use case · Aug 2

    WIZ.AI: Multilingual voice AI Talkbot deployed on Alibaba CloudWIZ.AI

  7. New GCP use case · Aug 1

    TELUS Fuel iX built on Vertex AI to deploy thousands of custom generative AI solutionsTELUS

  8. New Alibaba use case · Aug 1

    Pictureworks — AIGC-driven photo imaging using Platform for AI (PAI) on Alibaba CloudPictureworks

  9. New Alibaba use case · Aug 1

    Bank Sumut secures and digitizes regional financial transactions using WAF, Security Center, ECS and ApsaraDBBank Sumut

  10. New Alibaba use case · Aug 1

    Danet scales its Vietnam video-on-demand platform with ECS and CDN on Alibaba CloudDanet