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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In the white dragon attribute panel just now, Zhao Hao did not choose the hidden mode, so the two of them also knew Does breastfeeding help you lose weight? [8X9klOM2brE]
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The upper limit of the population controlled by White Dragon is 49,000, but this does not mean that it cannot be replenished after losses.The reason is simple A squadron champion level nine headed monster appeared, making the Cangtian Leader unable to withstand it at all, and finally had no choice but to accept it.
Once the archangels were eliminated, there would be no troops in this area that could threaten them.Just when he was about to open his mouth to ask something, he suddenly had a splitting headache, and a huge flow of information rushed into his mind.
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Oops While sighing that the ultimate nine headed monster was cruel enough, Zhao Hao also felt bad.What is our mission A lizardman warrior ambushing in the grass asked the commander next to him in a low voice.
This was also caused by his fear of champion level soldiers.Indeed, the terrain of the Golden Valley, coupled with the forbidden air formation, is a complete slaughterhouse for long range firepower.
If you build powerful equipment in batches, the profits should not be exaggerated.The education he received since childhood told him that all gifts are secretly marked with a price.
But after the battle started, I discovered that there was no need to cripple the opponent at all, even if it was full of health, it could be done in seconds.Fighting machine Everyone will feel this way when they see the Wind King Pterosaur.
He just played, ate, drank and had fun, running rampant in the capital.Originally, Zhao Hao was just asking casually, but he found Alibuda squeaking and his eyes suddenly lit up.
In the past month, Feida had transformed into the shape of Zhao Hao in the face of the Dragon Lord, who was extremely domineering and specialized in Dragon Special Attack.Except for Zhao Hao, no one thought that this battle would have any outcome other than the destruction of the Storm Territory.
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of this, he felt relaxed, as if he had put down a big stone.
Li Shiming took a look and realized that he must have been called here to prepare the fourth grade spiritual tea for several great monks.I was not able to participate in the previous battle with the Baidi Sect, and I cannot let it go this time.
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position and put away the contact card at the same time.He quickly sensed that everything was normal in the array, but they were indeed visited by a great monk.
It was just in time for him to hand over the information to Brother Ren Mu before Brother Ren Mu met with Li Shiming.Ask Master Li to refine the monk s healing elixir, just leave it to me.
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Because this Treasure Pavilion is for Yuanying monks, it naturally stores fourth grade resources.Along the way, Guo Ping taught Li Yuanba how to cooperate with other Nascent Soul sword cultivators in the team, the normal formations and combat habits used by the team, etc.
The power of this miniature sky thunder cannot even shake his sword body, let alone affect his actions.The power of this Lightning Technique increased several times.
He has long been accustomed to living a life of cultivation alone.The weapon spirits are still dominated by the powerful Lang Cai.
He had only one chance to kill him, otherwise Xue Huan would call the great monks from the Ziyan Sect s mountain gate to rescue him.Once he starts to doubt, he will naturally think of more suspicious things.
You are the only great monk among us who has the hope of reaching the Mahayana stage, and you are also the only hope that the Ten Thousand Beast Sect can be promoted to a super power Brother Hu said in a deep voice.I am Li Yuanba. Three great monks from Bebida Pitoresca ou Viagra Natural? [PB3rZqJyVIZ]
the Baidi Sect attacked me just now.
Great monks need to take elixirs to improve their strength.
After all, with the war general Cold War here, he was not afraid of neglecting his duty.There are only ten inner disciples in total, so the competition will be more intense than yesterday.
Three Chu Ling Pills, three Tian Yi Gui Yuan Pills, three Healing Pills, one Spirit Escape Talisman, one Water Purification Talisman, and one hundred Vegetarian Pills Oh, long live Elder Tang Many disciples have borrowed them.I only know that you are the closest people to me. You are indispensable.
Soon, Ye Fei nodded, and then asked. The Po Zang Pill is a pill that can be used to enter the Divine Treasure Realm and increase the success rate.Under the operation, the five possessions even started to vibrate slightly.
The Yin Yang Sect is a big sect with thousands of disciples.Early the next morning, the bell rang for the new disciples to assemble in Tongtian Academy.
No, this sword is just an imitation. The real Zhengyin Yang sword is much more powerful than this.He took a step forward and was about to take action.
With this action, the world was darkened for a moment, the energy around him buzzed, and a big hand struck from the air.As these more than ten spiritual power balls appeared, countless divine thoughts swept over, wanting to check the contents of the spiritual power balls.
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Why, why is this like this Is this still the master Have you always recognized a fierce ghost as your master Or is this her true nature Ye Fei couldn t calm down and couldn t believe what was happening in front of him.Nan Yun Luan, knowing that Nan Yun Luan was powerful and in the divine realm, assigned a training peak to the academy as soon as he came to the academy and gained his own power.
Senior Sister, come up quickly, there is no time. Ye Fei ignored his master s help and shouted hurriedly, while Xinglan was busy arranging the rope.Tang Wuzang said to himself with a solemn expression.
You want to take a shortcut Humph, what s the use of being good looking These days, without background and strength, being pretty is nothing.They were all sweating profusely and looked frightened, as if they had collapsed.
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Tian Qing er said with some fear. Don t talk nonsense, it s not true.Why should we take such risks That person planted amazing spiritual roots back then and turned them into this blessed land, which is conducive to our practice.
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these two ancient stone statues.As expected of the Ziwei Star Territory, any of these things, placed on Earth, can be used as signature dishes, and there should be no food additives added, and the ingredients are not found on Earth.
A person is sitting cross legged, practicing silently.As for the ice crystals, it will make the elixir crack That is a problem that the refiner has to control.
A middle aged man with horns on his forehead, looking at Tiansuo at this moment, greed flashed in his eyes.When I get to your age, I will kill you with one finger.
Ye Fei s sin of frivolity towards him was unforgivable.I always feel that our departure from this time star field is not smooth.
The academy is in need of talents now. This guy has good talent.He had to first understand everything here, then exchange some things and find out some information.
At this time, a figure rushed over and pulled Chen Li away.This person is terrible. We can t get him back by joining forces.
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and then move forward first. Ye Fei and the others have long since left the solar system and no longer have the rules of sunrise and sunset.The fragments were scattered everywhere, making it impossible to see the light of day again.
There was no time to make any mistakes, I was too impulsive this time.Seeing this object, Senior Brother Hao and others present couldn t help but their eyes lit up and they hurriedly said.
Prime Minister Wang Jing, please give our new star a chance.Who is Wu Juan The general marshal of the Dragon Kingdom.
