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02 · Insights— The analysis

Human Resources

1,676 documented deployments, 42.3% of the record. AI deployments for recruiting, employee support, workforce planning, training, learning, and talent operations.

Data updated

1,676
deployments
42% of the record
25%
use AI agents
425 deployments
3.1
average innovativeness, 1 to 5
Differentiated
252
published in the last 6 months
180 in the 6 months before
§ 1

What is distinctive about Human Resources

Employee productivity is 5.3× more common here than across the whole record.

Lift compares a pattern’s share of deployments here with its share everywhere. 1× means no difference.

  1. Employee productivity43 here of 43 in total
    5.3×
  2. AI model training18 here of 18 in total
    5.3×
  3. Student support agent25 here of 29 in total
    4.6×
  4. Energy operations automation28 here of 46 in total
    3.2×
  5. Fraud detection36 here of 61 in total
    3.1×
  6. Shopping recommendations agent21 here of 36 in total
    3.1×
§ 2

The most common patterns

Customer service automation leads with 79 deployments from 69 organizations.

  1. Customer service automation69 organizations · 9 in the last 6 months
    79
  2. Predictive maintenance58 organizations · 3 in the last 6 months
    67
  3. Workflow agent55 organizations · 15 in the last 6 months
    57
  4. Agriculture optimization47 organizations · 1 in the last 6 months
    51
  5. Employee productivity42 organizations · 11 in the last 6 months
    43
  6. Claims automation33 organizations · 1 in the last 6 months
    40
  7. Document automation37 organizations · 6 in the last 6 months
    38
  8. Compliance automation34 organizations · 2 in the last 6 months
    37
8 of 20 patterns
§ 3

Across industries

Manufacturing accounts for the most deployments here: 205.

  1. Manufacturing12% of this dossier
    205
  2. Healthcare12% of this dossier
    200
  3. Finance10% of this dossier
    173
  4. Tech & Comms9% of this dossier
    159
  5. Professional Services7% of this dossier
    122
  6. Insurance7% of this dossier
    110
  7. Retail6% of this dossier
    95
  8. Education5% of this dossier
    92
8 of 18 industries
§ 4

How it is built

Microsoft appears in 61% of these deployments.

  • Custom-built67% · 826
  • Low-code12% · 146
  • Bought11% · 140
  • Mixed10% · 125

The build approach is known for 1,237 of 1,676 deployments (74%). The rest are left out.

Cloud providers named

  1. Microsoft1,022 deployments
    61%
  2. AWS302 deployments
    18%
  3. GCP286 deployments
    17%
  4. Alibaba37 deployments
    2%
  5. IBM16 deployments
    1%
  6. Oracle11 deployments
    1%
6 of 7 providers
§ 5

Deployments over time

Deployments published per month since Nov 2025. The busiest month was May 2026, with 127.

Compare momentum across the record
The lighter bar is Nov 2026, still in progress: 0 so far.
§ 7

The highest-ranked deployments

The top 10 of 666 ranked deployments, by innovativeness adjusted for age.

Only records with high or medium evidence strength are ranked.

All 1,676 deployments
  1. 10 May 2026
    Public Sector

    Indiana Secretary of State modernizes state services with Gemini AI and Vertex AI

    Indiana Secretary of State · AI development platform · GCP

    The Indiana Secretary of State transformed over 20 million historical government records into searchable intelligence using Google Cloud's Gemini and Vertex AI, enabling rapid data insights and modernized legacy systems. They deployed bilingual AI-powered conversational agents Liz and Otto to provide 24/7 resident support in English and Spanish, significantly increasing team capacity and user access. Additionally, the office launched a Notary Learning Management System (LMS) powered by AI on Google Kubernetes Engine, training over 50,000 statewide notaries with interactive micro-learning, leading to an award for Best Application Serving the Public at the State Level.

    Multi-agentProduction

  2. 24 Mar 2026
    Logistics

    Supply Chain 2.0: How Microsoft is Powering Simulations, AI Agents, and Physical AI

    Microsoft · Supply chain optimization · Microsoft

    Microsoft has transformed its supply chain by consolidating over 30 systems into a single data lake on Azure enabling AI-driven autonomous workflows. Over 25 AI agents handle tasks such as demand planning, spare-part space optimization, transport optimization, and invoice analysis. The system integrates simulations, digital twins, and AI-powered robotics to optimize warehouse and logistics operations. The platform uses technologies including Azure Machine Learning, Microsoft Fabric, Azure IoT Operations, Microsoft 365 Copilot, Microsoft Foundry, NVIDIA Isaac Sim, Azure Kubernetes Services, Microsoft Power Automate, and Celonis Process Intelligence Graph. It hosts AI agents able to reason, plan, and act, improving operational KPIs and saving hundreds of work hours monthly across Microsoft and partner warehouses. Physical AI robotics like humanoid robots are deployed for warehouse tasks and last-mile deliveries enhancing operational agility. Partners such as SoftServe and Celonis have implemented agentic AI and digital twin solutions, achieving significant productivity gains in pharmaceutical logistics and warehouse automation.

    Multi-agentProduction

  3. 4 Nov 2025
    Energy & Utilities

    Fastagger empowers African SMBs with mobile AI assistant

    Fastagger · Customer personalization · Microsoft

    Fastagger, an African deep-tech startup, has developed a mobile AI business assistant to empower small and medium businesses (SMBs) in Africa. Addressing the challenge of unreliable internet and limited digital infrastructure, Fastagger’s solution runs AI models efficiently on affordable smartphones without requiring a continuous connection. The AUNI system is embedded into Safaricom’s M-PESA Business App, supporting over 2,500 MSMEs in Kenya. This on-device agent enables customer engagement automation, loyalty management, and business coaching. The AI assistant reduces previously manual processes from eight steps to just two, driving operational efficiency and customer retention. Microsoft’s Africa Transformation Office and NVIDIA have supported Fastagger with mentorship and resources, accelerating the deployment of this mobile-based AI. Key partnerships and the integration with tools like Azure AI, Azure IoT, and GitHub enable robust on-device machine learning. Real-world results underscore substantial improvements in SMB engagement, financial tracking, and growth opportunities, enhancing digital access for underserved populations. By decentralizing access to AI, Fastagger brings business intelligence and automation to bandwidth-constrained and rural environments—making it easier for SMBs to track customer data, streamline marketing, and make data-driven decisions. The SaaS product costs just $1 to $5 per month, making advanced technologies affordable for local entrepreneurs. The project illustrates how Microsoft technologies and strategic partnership can close Africa’s digital divide, offering repeatable digital business models to other regions. Fastagger’s infrastructure is available globally via Azure, expanding its impact beyond Africa. Participant feedback validates the significant value of democratized, mobile-first AI for emerging markets.

    AgenticProduction

  4. 26 Aug 2026
    Agriculture

    Syngenta builds a governed enterprise agent mesh with Amazon Bedrock AgentCore

    Syngenta · Agent orchestration · AWS

    Syngenta built and deployed a federated agent mesh using Amazon Bedrock AgentCore to support enterprise AI experimentation with centralized governance and security. The multi-account hub-and-spoke architecture centralizes orchestration, observability, gateway services, and identity while business units independently deploy agents.

    Production

  5. 23 Jul 2026
    Healthcare

    Virtua Health builds AI-enabled patient insights with Microsoft Copilot, Azure AI Foundry, Azure Machine Learning and Power BI

    Virtua Health · Clinical decision support · Microsoft

    Virtua Health is a healthcare provider serving the South Jersey and Philadelphia region across five hospitals and more than 400 health facilities. The organization uses Microsoft technology to deliver AI-powered patient summaries and predictive insights to clinicians and operational leaders at the point of care to reduce cognitive load and improve patient outcomes.

    Production

    +80%
    sepsis identification
  6. 20 Aug 2026
    Tech & Comms

    Articul8 AI accelerates enterprise generative-AI training and deployment with Amazon SageMaker HyperPod

    Articul8 AI · AI model training · AWS

    Articul8 AI built an autonomous, full-stack generative AI platform on AWS for enterprises to develop, deploy, and manage models within their own security perimeters. The platform uses Amazon SageMaker HyperPod for distributed pretraining and fine-tuning of large and domain-specific models, with automated faulty-node replacement and lifecycle customization. Articul8 AI integrated Amazon Managed Grafana to provide near-real-time GPU observability and a single-pane-of-glass dashboard.

  7. 21 Jul 2026
    Tech & Comms

    Turbo AI builds integrated AI infrastructure solution with Alibaba Cloud (CEN, Lightning Cube, Online Migration, Elastic GPU, Model Studio, Qwen/Wan)

    Turbo AI · Infrastructure modernization · Alibaba

    Turbo AI is a technology company founded by experts in cloud computing, distributed systems, and machine learning. It provides vertically integrated infrastructure services for organizations building, training, and running AI models. The company partnered with Alibaba Cloud to solve multi-cloud complexity, large-scale data migration, and GPU cost and flexibility challenges.

    Production

  8. 29 Jun 2026
    Tech & Comms

    Kimi builds production AI agent infrastructure on Alibaba Cloud (ACK + ACS Agent Sandbox + Lindorm)

    Kimi · AI agents · Alibaba

    Kimi rolled out multiple agent-based products and built an end-to-end agent infrastructure with Alibaba Cloud to handle high-concurrency requests, fast sandbox startup, state preservation, secure isolation, and low-cost elastic scaling. The architecture combines Alibaba Cloud Container Service for Kubernetes (ACK), ACS Agent Sandbox, Lindorm multi-model database, MicroVM isolation, NetworkPolicy, and Fluid to support production AI agents and model training workloads.

    AgenticProduction

    −>50%
    sandbox startup time
  9. 26 Jun 2026
    Other

    IBM HR Transformation: AskHR conversational AI with multiagent orchestration

    IBM · AI agents · IBM

    IBM transformed HR support by consolidating 25 chatbots into a single AskHR interface for employees and managers. Using IBM's AI assistant builder and generative AI, AskHR expanded from baseline HR Q&A into transaction execution and multiagent orchestration. The system became the digital front door for HR transactions, supporting always-on self-service and backend execution for requests such as employee transfers and employment verification letters.

    Multi-agent

    >16M
    user messages handled
  10. 23 Jul 2026
    Tech & Comms

    TELUS built its generative AI platform Fuel iX on Google Cloud using BigQuery, Gemini Enterprise and an agentic AI-ready data foundation

    TELUS · Data platform modernization · GCP

    TELUS built its generative AI platform Fuel iX on Google Cloud to unify siloed data, increase trust in enterprise data, and support proactive problem-solving, customer support, and engineering productivity across the company.

    AgenticProduction

    +30%
    shipping code speed improvement