Cómo la inteligencia artificial está transformando la gestión de la cadena de suministro

La volatilidad del mercado y la velocidad de cambio hacen que la toma de decisiones sea una tarea monumental en la cadena de suministro. Aunque no existe una solución infalible para cada problema, la inteligencia artificial (IA) está revolucionando la forma en que los líderes de la cadena de suministro analizan datos y toman decisiones estratégicas.

El papel de la IA en la cadena de suministro

La IA y el aprendizaje automático están desempeñando un papel crucial en la optimización de diversos aspectos de la cadena de suministro. Desde la planificación de riesgos hasta la gestión de transportistas, la IA ofrece herramientas que pueden transformar la forma en que las empresas manejan sus operaciones logísticas.

1. Mejora en el seguimiento de la fiabilidad del transportista

Con los envíos puntuales y sin daños siendo más críticos que nunca, la fiabilidad del transportista se convierte en un factor decisivo para la rentabilidad de las empresas. La IA acelera la toma de decisiones mediante análisis en tiempo real, evaluando la capacidad de los transportistas en función de datos históricos. Las herramientas avanzadas de IA pueden evaluar reseñas y menciones en redes sociales para construir un perfil de fiabilidad, asegurando que se seleccionen los transportistas más confiables.

2. Pronósticos más precisos y relevantes

La planificación a largo plazo ha demostrado ser un desafío, con datos de años anteriores que a menudo resultan obsoletos. La IA y la automatización de procesos robóticos (RPA) permiten una actualización continua de datos clave, como tarifas de flete y precios del diésel. Al combinar estos datos con tendencias geopolíticas y de ventas, la IA ayuda a los profesionales de la cadena de suministro a anticipar y mitigar riesgos potenciales, optimizando los niveles de inventario y la asignación de recursos.

3. Flexibilidad en la producción y gestión del inventario

La flexibilidad en la producción se ha vuelto esencial, especialmente tras las recientes interrupciones en la cadena de suministro. La IA puede analizar el inventario excedente y buscar alternativas para su uso. Además, los modelos de IA pueden identificar proveedores alternativos y optimizar las fases de abastecimiento para adaptarse a las fluctuaciones en la demanda y la disponibilidad de recursos.

4. La IA como herramienta, no como sustituto

Aunque la IA ofrece enormes ventajas, es crucial mantenerla como una herramienta complementaria y no como un reemplazo de la toma de decisiones humana. Las relaciones sólidas y la comunicación efectiva siguen siendo fundamentales en la cadena de suministro. La IA debe integrarse en los procesos de toma de decisiones para proporcionar apoyo, pero siempre debe estar bajo la supervisión y guía de los profesionales humanos.

La inteligencia artificial está redefiniendo la gestión de la cadena de suministro , ofreciendo soluciones innovadoras para desafíos antiguos y nuevos. Desde la mejora de la fiabilidad de los transportistas hasta la optimización de la producción, la IA puede ser una aliada poderosa en la navegación de un entorno logístico cada vez más complejo

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Regarding Shao Nan s appointment as supervisory elder, the entire Dao Natural Sect didn t have a word of objection, and all the disciples agreed unanimously, which was an expected and unexpected event.Shaonan smiled wryly, and asked Jindan real Jindan to be his buddy in the later stage of Jindan.

From their attitude, they chose me to refine the ninth level spiritual fire from the beginning, otherwise they would not have treated me so well.Soon, the information about Nanpu was sent to the head of the shop.

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In fact, the most important thing is to solve it.The members of the black shop can only understand.If Nephew Lan didn t stop you, you probably would have run away.

As for the fog in front of him, it still looks the same.If you want to say who is the best at disguising in the Colorful Continent, Shao Nan can definitely be the number one.

That is to use the most common way to control the fire sword first, not to use Any move.Loosened and tightened.With a final Power Cbd Gummies For Sex Reviews Benefits Side Effects And User Experiences Ispmgc shake of his hand, he left the testing Stimuli Rx Cbd Gummies For Ed Pml Reviews A Fresh Perspective site.

What happened just now Shao Nan shook his head, with some lingering fears.Nine Li Sword Master appeared directly between the Giant Spirit Demon Venerable and Shao Nan, separating Shao Nan s sight.

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Xinghuo Shinichi and the three Void Returners gave up control of the array, took out their talismans instead, and rushed towards the Huo Linglong s huge body.Then test your thoughts a little bit.In this way, another hundred thousand failures.

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First switch the dantian to the No.1 dantian that is exhausted first, which is the naturalized meaning Tianyuan Daojue.Sensing the tension in Xiao Cao er s voice, Shao Nan became more cautious and swam eastward little by little.

That is, when the dantian is rioting, you must not fight.Before coming out this time, Shao Nan exhausted all the Zongmen points in one go.

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In this way, within a short period of time, Shenmeng Restaurant became the hottest restaurant in Wugu Town.Chapter 502 The green shadow of the gluttonous tortoise moves so fast that even with Shao Nan s spiritual strength, he can t capture its appearance, only a green shadow.

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The first snow of this year s winter has come.And it s almost the same size as last year s snow.Fan Daoyou, how much do you think I have comprehended Shao Nan decided not to hold back anymore.

Shao Nan only encountered one attack when he flew a hundred or two hundred feet away.Take your seats with the guests.Xianle, the dance will begin immediately.

Shao Nan went out for a while, but saw a lot of things that the head of Qiubai hadn t seen before, but Shao Nan didn t say it all.

Your Highness is not Biolife Cbd Gummies Reviews For Ed Njokbze Professional Insights afraid of him Is Wangjiang Tower unfavorable Yan Qinghuan asked worriedly.Chu Han took off his cotton padded jacket, and then took off the ragged cotton padded jacket Niuniu was wearing earlier, and put on a new red brocade jacket for her.

I am in a dilemma.Zhu Qi heard this and asked At Cbd Gummies For Ed Review A Comprehensive Compilation Of User Eah Insights this time, Mr.Although she thinks that life is good now, it is also a pity that she cannot meet her family and let her children live Unlocking The Truth Cbd Gummies Reviews Tolj For Ed Explained in front of others like normal people.

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Ma Cong said, We only sent so many people a few days ago, why are there not enough people Master, you also know that people die there every day.Yu also locked herself in the house when she came back from a trip.

She has never thought about how innocent Wen Xin s mother and son are Empress, something is wrong.Zhao Gan said happily after hearing the words What the county lord said is true.

Chu Ming said angrily It s easy to change the country, but it s hard to change the nature.She just scolded Lan Xin a few times, but didn t hurt her at all.

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She can t touch the field work at all.She can t read or write.Lin Yuzhi clasped his fists and said.Seeing that they were about to leave, Mrs.

Although the life of a person is very difficult, there is hope, care, and warmth, and Lan Xin feels very satisfied.You.Dong Yufang also knew what the occasion was today, there were a lot of Cbd For Ed Bjglnolff Understanding The Benefits Of Gummies people talking, and if there was anything improper, he would be arrested She didn t want to let her go, so even though she didn t like him calling her princess, she still obeyed him.

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How does he explain to his parents, brothers and sisters The Zhu family has always had only the brilliance of making contributions, when did such a humiliating thing happen to the family He almost hated the Zhou family.Only then can we get another marriage.Feng Shi said.

Father, I beg you, let me meet him, if I think it Penguin Cbd Gummies Reviews Kfh For Ed A Trusted Source For Male Health s okay, I will marry, please, just let me do it this time, please Yunyun begged.Song Yaming is still not reconciled, Why Where did I disgust you Or do you already have someone you Ogdb Blue Gummies For Ed Efficacy And User Experiences like Lan Xin shook her head, No.

After the off duty, everyone dispersed, still chattering on the road.Chu Han said with a smile.After the stage of transforming into a god, his cultivation stagnated.

Chu Han said as he did not know where to find a folding fan, opened it with a bang, and fanned it lightly.God gave him a chance to be reborn, and he must have wanted to give him a chance to be with Lan Xin, so He changed his original idea Cbd Gummies For Ed Where To Buy Kvucpbszy Them Near You of Stimuli Rx Hemp Gummies For Ed Understanding Their Popularity And Performance Mzjn returning to his hometown to live a leisurely life after graduation, and founded a company with his good classmates, named Lanjiang Boost Cbd Gummies For Uyjyt Ed The Ultimate Guide Company after him and Lan Xin.

After Chu Han entered the room, Feng Wencai listened to the people inside for a while at the door, and then left silently.Lin Yuzhi said Besides, I just want to make the Lin family flourish.

Liu Xiangguo couldn t move, and cursed at the top of his voice, Ge Weimin, you are cadres, how can you help those murderers Let me go.