The evolution of the Machine Learning concept with new artificial intelligences

Learn what Machine Learning and artificial intelligence are, how they relate to either machines and collaborators, and how they can be integrated into other software. It

Learn what Machine Learning and artificial intelligence are, how they relate to either machines and collaborators, and how they can be integrated into other software.

It is remarkable how Artificial Intelligence has gained prominence in recent months, especially with the popularization of Chat GPT. Features that were once restricted to large corporations have been made available to the general public, showcasing the potential of this tool. In this context, you have probably also heard of Machine Learning, which in many cases has become synonymous with artificial intelligence. However, there are conceptual differences you need to know, especially if you work with preventive maintenance.

In this post, we will explain what these concepts are, how they relate to machines and collaborators, and in what ways they can be integrated to enhance their functionalities. Curious? Then keep reading and find out more!

What is artificial intelligence?

Artificial intelligence is a field of computer science that aims to create systems capable of simulating human reasoning, meaning, solving complex problems, and performing tasks that typically require intelligence. It can be divided into two types:

  • Weak artificial intelligence, known as Narrow Artificial Intelligence (ANI), performs specific tasks such as recognizing faces, playing chess, or translating texts.
  • Strong artificial intelligence, also called Artificial General Intelligence (AGI), would be capable of understanding and learning anything a human can do. It would have consciousness, emotions, and creativity. However, this type of artificial intelligence does not yet exist in reality but is a much-discussed potential.

What is Machine Learning?

Machine Learning (ML) is actually a subfield of Artificial Intelligence, which relies on algorithms and data to enable machines to learn on their own, without the need for explicit programming. This means that machines can recognize patterns, make predictions, make decisions, and adapt to new situations based on the analysis of large volumes of data.

How to integrate Machine Learning and artificial intelligence?

As you have seen, these concepts complement and enhance each other. Machine Learning is a way to implement artificial intelligence, using data and algorithms to enable machines to learn. Artificial intelligence is the ultimate goal, namely creating systems that can mimic or surpass human intelligence.

By integrating Machine Learning and artificial intelligence, it is possible to create more efficient, innovative, and personalized solutions for the needs of companies and clients. For example, Machine Learning can be used to analyze asset and process data, identify faults, optimize resources, predict demands, etc. And artificial intelligence can be used to automate tasks, interact with users, generate insights, etc.

In general, new artificial intelligences make extensive use of Machine Learning in their applications. Therefore, when we talk about ML, we are often also referring to Artificial Intelligence, as they have become practically synonymous.

How are Machine Learning and Artificial Intelligence used in preventive maintenance?

In preventive maintenance, Machine Learning is widely used to detect possible equipment failures and provide recommended actions to avoid further damage and production stoppages.

The tool can analyze sensor data such as temperature, pressure, and vibration, and identify anomalies, trends, and correlations indicating wear or an impending failure. This way, corrective maintenance can be performed before the problem worsens or causes an accident.

Do you need software that integrates Machine Learning and artificial intelligence?

Using software that integrates Machine Learning and artificial intelligence is essential for developing asset management and process quality in the daily operations of companies. With such a tool, you will be able to easily:

  • Increase team productivity and efficiency;
  • Reduce costs and waste;
  • Improve machine safety and reliability;
  • Enhance customer satisfaction and loyalty;
  • Innovate and differentiate yourself in the market.

If you want to access this new model of preventive maintenance—which, by the way, is much more efficient—it is essential to implement AI and ML-based tools. Hive4 is a platform built with innovative features.

If you want to learn more about Hive4, the software that integrates Machine Learning and artificial intelligence for physical asset management, request a demo right now!

Transforming asset management

880 West Monon Green Blvd,
Suite 101 Carmel, IN 46032.

Hive4 © 2025 | all rights reserved

Privacy Policy and Cookies

EPI

Gerencie equipamentos de proteção individual e uniformes para garantir conformidade, segurança, uso adequado e substituição pontual para os trabalhadores.

Gestão de mão de obra

Monitore equipes de campo, ativos e dados IoT para maior agilidade, reduzindo tempos de resposta, criando alertas e melhorando as decisões operacionais.

Gestão de projetos

Controle projetos exclusivos utilizando os princípios PMI com ferramentas para custo, tempo e qualidade em um ambiente colaborativo.

GANTT

Gerencie seus projetos no formato Gantt com a geração de atividades para sua equipe acompanhar no celular.

Reposições

Gerencie armazéns digitais para peças de reposição, ferramentas, EPIs e consumíveis para simplificar transferências, inventário e armazenamento.

Inventário

Gerencie peças de reposição e ferramentas para reduzir o tempo de inatividade, garantindo operações sem falhas nas tarefas de manutenção.

Materiais

Planeje, organize e controle materiais para manter o fluxo, reduzir custos e garantir uso de qualidade em todas 
as operações.

Tracksis

Aproveite IoT, wearables e rastreadores para monitorar ativos, funcionários e processos para decisões mais inteligentes em tempo real.

Veículos

Otimize as operações de veículos, acompanhe pneus, gerencie reparos, inventário e reduza os custos de manutenção da frota.

Frotas

Otimize a gestão de veículos, acompanhe a manutenção, segurança e rotas enquanto reduz os custos operacionais de frotas de transporte.

Checklists

Digitalize e execute checklists para inspeções, controle e análise de dados, reduzindo a dependência de planilhas.

OEE

Meça a Efetividade Geral dos Equipamentos usando os índices de Disponibilidade, Desempenho e Qualidade para otimizar a produtividade.

Operações

Gerencie processos industriais para transformar matérias-primas em produtos de forma eficiente em vários setores.

Machine Ledger

Mantenha dados históricos de ativos críticos para análise, visando melhorar a confiabilidade, desempenho e disponibilidade.

EWO

Use Ordens de Trabalho de Emergência para analisar falhas inesperadas, criar planos de ação e prevenir paradas caras.

Confiabilidade (WCM)

Garanta que sistemas ou equipamentos funcionem de maneira confiável ao longo do tempo, sem falhas, melhorando a durabilidade operacional.

Agendamento

O Índice de Desempenho do Cronograma (SPI) mede a eficiência do tempo em projetos, dividindo o valor conquistado (EV) pelo valor planejado (PV).

Cronograma

Crie planos de manutenção preventiva, cronogramas de inspeção e rotas de lubrificação de ativos para planos mensais ou semanais.

Manutenção

Evite falhas de equipamentos com manutenção de rotina, garantindo economia de custos, longevidade dos ativos, segurança e confiabilidade operacional.

Integração ERPS MES

Integre o Hive4 com sistemas ERP/MES através do Manusis Connect, permitindo fluxo de dados em tempo real, maior eficiência e melhores decisões.

Manutenção de Propriedade

Garanta que sistemas como elétricos, hidráulicos e de segurança contra incêndio funcionem, estendendo a vida útil do edifício e evitando falhas.

3rd Party

Registre prestadores de serviços para manutenção de ativos, inspeção e gestão de serviços rotineiros.

Facilities

Gerencie espaços físicos, utilidades e infraestrutura para otimizar as operações da empresa de maneira eficiente e confiável.

QRCode

Use códigos QR para escanear detalhes dos ativos instantaneamente via smartphones, permitindo o acesso rápido a informações críticas dos ativos.

GPS

Acompanhe equipes e processos em tempo real com GPS para uma melhor gestão de campo de equipes e ativos, garantindo uma resposta rápida ao cliente.

Análise de Riscos

Use Permissões de Trabalho para garantir operações seguras, reduzindo riscos e validando a conclusão de tarefas para ambientes de trabalho mais seguros.

Segurança

Digitalize procedimentos de segurança para garantir conformidade e um ambiente de trabalho seguro durante a manutenção de ativos.

Digital Twin

Integre IoT e IA para construir Digital Twin, unificando dados para otimizar a gestão do ciclo de vida dos ativos com custos reduzidos.

IOT

Conecte sensores IoT para monitorar ativos críticos, permitindo a gestão preditiva, insights em tempo real e decisões proativas.

IA

Use IA generativa com dados de ativos e sensores para criar Centros de Comando de IA para uma gestão de ativos mais inteligente e orientada por dados.

Project Management

Control unique projects using PMI principles with tools for cost, time, and quality in a collaborative environment.

GANTT

Manage your projects in Gantt format with activity generation for your team to track on Mobile.

PPE

Manage personal protective equipment and uniforms to ensure compliance, safety, proper use, and timely replacement for workers.

Workforce Manager

Monitor field teams, assets, and IoT data for agility, reducing response times, creating alerts, and improving operational decisions.

Spare Parts

Manage digital warehouses for spare parts, tools, PPE, and consumables to simplify transfers, inventory, and storage.

Inventory

Manage spare parts and tools to reduce downtime, ensuring seamless operations without delays in maintenance tasks.

Materials

Plan, organize, and control materials to maintain flow, reduce costs, and ensure quality usage throughout operations.

Tracksis

Leverage IoT, wearables, and trackers to monitor assets, employees, and processes for smarter decisions in real time.

Vehicles

Optimize vehicle operations, track tires, manage repairs, inventory, and reduce fleet maintenance costs.

Fleet

Optimize vehicle management, track maintenance, safety, and routes while reducing operational costs for transport fleets.

Checklists:

Digitize and execute checklists for inspections, control, and data analysis, reducing reliance on spreadsheets.

OEE

Measure Overall Equipment Effectiveness using Availability, Performance, and Quality indexes to optimize productivity.

Operations

Manage industrial processes to transform raw materials into products efficiently across various sectors.

Machine Ledger

Maintain historical data of critical assets for analysis to improve reliability, performance, and availability.

EWO

Use Emergency Work Orders to analyze unexpected failures, create action plans, and prevent costly downtime.

Reliability (WCM)

Ensure systems or equipment function reliably over time without failure, improving operational durability.

Scheduling

Schedule Performance Index (SPI) measures time efficiency in projects by dividing earned value (EV) by planned value (PV).

Planning

Create preventive maintenance plans, inspection schedules, and asset lubrication routes for monthly or weekly plans.

Maintenance

Evite falhas de equipamentos com manutenção de rotina, garantindo economia de custos, longevidade dos ativos, segurança e confiabilidade operacional.

Integration ERPS MES

Integrate Hive4 with ERP/MES systems via Manusis Connect, enabling real-time data flow, improved efficiency, and better decisions.

Building Maintenance

Ensure systems like electrical, plumbing, and fire safety function, extending building life and avoiding failures.

3rd Party

Register service providers for asset maintenance, inspection, and routine service management.

Facilities

Manage physical spaces, utilities, and infrastructure to optimize company operations efficiently and reliably.

QRCode

Use QR codes to scan asset details instantly via smartphones for quick access to critical asset information.

GPS

Track teams and processes in real-time with GPS for better team and asset field management, ensuring fast customer response.

Risk Analysis

Use Permissões de Trabalho para garantir operações seguras, reduzindo riscos e validando a conclusão de tarefas para locais de trabalho mais seguros.

Safety

Digitalize safety procedures to ensure compliance and a safe work environment during asset maintenance.

Digital Twin

Integrate IoT and AI to build Digital Twins, unifying data to optimize asset lifecycle management at reduced costs.

IOT

Connect IoT sensors to monitor critical assets, enabling predictive management, real-time insights, and proactive decisions.

IA

Use generative AI with asset data and sensors to create AI Command Centers for smarter, data-driven asset management.