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
La tecnología impulsará la industria del transporte aéreo del país y su primera muestra fue en el Aeropuerto Internacional de la Ciudad de México con Leo.
Esto es lo que finalmente impulsa la revolución tecnológica: El desarrollo del conocimiento con nuevo pensamiento crucial es posible utilizando innovación previa.
Escuela de Internet es la única escuela en Latinoamérica en que los alumnos aprenden marketing digital manejando presupuesto real que Google dispone de modo pro-bono para ONG.
Because he didn t expect that when he could seek huge benefits from the Martial Alliance, Qin Feng would actually give up this condition to him.In that case, why should I return it to you Qin Chuan hurriedly took it out of his bag Their contract at that time, as well as the land deed to the wasteland I don t want it anymore, why don t I don t Best CBD Without THC Gummies: Benefits, Reviews, and Guide
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This elixir was prepared by An Jiuxiao for him just in case.Song Peiyu, the daughter of a wealthy family who married into a nouveau riche, hardly gave the two brothers any good looks at this title.
Under the circumstances, you helped me again. But as she said that, her tone became a little accusatory Why didn t you call me after you left that day I ve been waiting for your call, hoping to have the opportunity.He quickly stepped forward and grabbed Qin Shufang and wiped her tears Third sister, I am already Best CBD Gummies in Vermont: Benefits, Laws, and Reviews
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What do you want to do when you come to Longdu at this time Chen Chuqing frowned and said, The person here this time is one of my grandfather s most precious grandsons, Song Qinghui, the second eldest son of the Song family.Du Qingyue rolled her eyes mercilessly, making no secret of her disdain for secular warriors.
On the other end, Lin Baoer was like other women. After hearing that Qin Feng was just a small bodyguard, although she distanced herself from him appropriately, her expression did not change.People who didn t know it thought he really cared about Qin Feng.
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would not think that Zhang Quyang s injuries were caused by Sun Jingjing s men, but Yanzi and Lao Tie were obviously drugged.They were all gone, but the room was still silent. In addition to being frightened, everyone in the Qin family was more confused and shocked.
At first glance, they were all social elites. The person walking at the front had a face that was extremely familiar to Qin Feng, but now extremely unfamiliar.After Qin Feng asked, he went straight to the topic.
Although neither party expressed their opinions directly, in the eyes of others, they had long been a couple.Now that he heard the conversation between the two people, he had lost his patience.
Her injuries were too severe and her spirit was severely damaged.Ah
I ve already given you a chance
He looked at the middle aged man seriously and gave the last warning Now, you can t leave.
The martial arts conference is about to start in a few days.Miao Jin was the calmest. While An Jiuxiao and Xuanyuan Feng were busy looking at the room, he took the initiative to find Qin Feng Brother Feng, those two people just didn t seem to believe you.
Young Master Ye s question is a bit redundant. As a business person, and now I am developing in a place like Longdu, where crouching tigers hide dragons, I always want to have more things to guard against.Young Master, is he the one The contempt in his tone was undisguised.
But Liang Jing didn t bring many people, and everyone except Liang Rong was knocked to the ground.At this time, he could stand up and forcefully speak for Qin Feng, but Qin Feng s identity might Do You Need to Exercise to Lose Weight? 6 Common Myths Debunked
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At first, he wanted to see how much benefit he could get from Qin Feng if he used his full strength and his experience in many battles over the years.Now it seems that Xu Mofang s best thing is his character.
Panlong Palace itself has been facing internal and external troubles and has long been in disarray.At the gate is a somewhat old plaque, with the three characters Splashing Star Hall written in flying colors on it.
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But now, things still have to be done, so the chief manager stopped being coy and said directly Luo Shaoxia is very powerful, and those people below trust Luo Shaoxia very much.If you win, it s natural for a big leader to defeat a junior, and it s not worth mentioning.
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After laughing, Master Zong stepped forward and sat on Silver Wolf s back, waving his hand and saying, Let s go Those people have changed their camels, and these losers may not be able to catch up.Instead, it was emitting waves of mist. At the edge of the pool, Luo Chen came here early in the morning to practice martial arts.
Thinking of his current appearance, Cao Yun tried hard to control the urge to run away, quickly regained his composure, and said with a smile Young man, did you not bring enough money We should help each other when we go out.Just when Yin Shanyue and the two were desperate, Luo Chen s eyes turned hard, turned around and grabbed the small Understanding the Benefits of Choice CBD Gummies: A Comprehensive Guide
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Tsk tsk He is a first class late stage master, and you actually killed him At this time, Li Ge came over, kicked the skinny old man on the ground, and then looked at Luo Chen as if Exploring the Benefits of Hello Mood CBD Gummies: A Comprehensive Guide
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Frowning slightly, Luo Chen wanted to take the soul suppressing bead and take a closer look, but thinking that Yin Shanyue and the two were still recovering from their injuries, and he didn t know what would happen if he took the soul suppressing bead, he suppressed his curiosity and He stood aside and waited for the two of them to finish healing.
Okay Here we come At this point, he could only resign himself to fate.Yes Master Chen, Mr. Han is planning to go back to the villa to discuss this matter after returning from this trip Shopkeeper Qian said with a smile.
This morning, this group of bandits came to the village to collect protection money.Seeing this, Luo Chen smiled slightly, then his eyes focused and he exerted force on his hands.
But as soon as it was put to Jing Jiu s mouth, Jing Jiu stopped shaking.It became tight. Then, Luo Chen applied a layer of ointment on the little fox s wound.
Zheng Xiaoliu understood, stood up, walked to Xu Huang, slapped Xu Huang awake, and then wiped Xu Huang s neck.The prince beat him until he didn t even recognize his mother, and asked him to obediently send the meteorite over.
Since it had just snowed, there was only a thin layer of ice on the river.Fortunately, the snake girl obviously also had a feeling for those thousand years.
Qingnangzi is a medical practitioner, has endless life saving means, and is blessed by Gui Water Thunder.The vine demon screamed and retreated. After its two arms landed on the ground, it turned into two small vine demons and surrounded Lu Nanzhi from left to right.
Jiang Yuebai nodded, and when he was about to speak, he suddenly frowned and felt something approaching quickly.Ji Shaoyuan and Dongfang Yu, who had been hiding somewhere, suddenly appeared, one on the left and one on the right, protecting Taipu Zhenzun, playing the role of good disciples.
Once the big clan is destroyed, those Lu clan members who are lucky enough to escape can only become meat on others chopping boards.Hair like white vine roots penetrated the thick and rich black mist, like traveling through the seabed, drifting with nowhere to stay.
Jiang Yuebai s eyes widened as his flesh and blood body was repaired.Together with the three tailed white fox, they walked on the fire to the invisible barrier.
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After staying there for ten years, she felt that she had been affected and became more honest and kind hearted.The mermaids around him raised their harpoons at her.
With the idea settled, Jiang Yuebai s tense heart relaxed a little, and then he asked, Master Shen, how have you been doing these years Shen Jing nodded with a smile, Thanks to your help, I escaped from the Lin Mansion.Go back, don t force me to kill you Jiang Yuebai shouted coldly in dragon language, stimulating the power of Yinglong s essence and blood in his body.
When the small formation she was accustomed to aroused everyone s admiration and surprise, Zhao Xiu s calm heart was disturbed again.She can push the Nascent Soul away with her head. When the time comes, we will wear battle armor, carry a hammer and go into battle, and the hammer will draw blood
Not bad, not bad The Thousand Feathered Dragon Boat has already traveled halfway and stopped at the foot of Tayun Mountain today for supplies.
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looked at Zhao Fuyi expectantly and nervously, but Zhao Fuyi refused.So what, I just don t want to reincarnate. The male cultivator you captured owes me a huge debt.
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I can t describe it, but I can just feel His presence, in the wind, in the sunshine, in my heart, anywhere between heaven and earth.Qi Siheng was knocked back, his sword eyebrows furrowed, I have no enmity with you, why did you attack me You play the piano so badly, I have a Elderberry Gummies and Diabetes: A Comprehensive Review of Benefits and Risks (XZyGc)
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Tao won t be able to do anything to you. No, no, really not.It s your fault that the formation failed and it s your responsibility.
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Jiang Yuebai just observed that Yun Shang was about the same age as her, but he was not a disciple who started at the same time as her.Her little enlightened sapling now has more room to grow.
Senior Shen Zhou, there was a vision from the sky three months ago in the Ten Thousand Poison Forest.Lu Nanzhi s eyes were sharp, and the water flow surged, turning into dozens of long swords that chirped, and fired at Jiang Yuebai with murderous intent.
Jiang Yuebai also thought of that person, and the master and apprentice looked at each other and smiled.Huaixi, come and see me. I feel pain all over my body and legs.
If you have nothing to do, come with me to give you something.If we don t have work, we can only drink the northwest wind.
However, the power that the soul can bear has reached its peak, and she can no longer take Yuanjing until her cultivation level improves.Wait until the next market, then go to Shanhai Tower to see the monster pill Is it expensive Maybe I can afford it If I can t afford it, I can always exchange it for Sha Yingjie s ruby ring, right Jiang Yuebai was full of confidence and felt that Yuan Jing was already waving to her to increase the strength of her soul.
Along the way, she tried to compress the sand to make it stronger and form a shield or sword.In front of the simple thatched house, the breeze blew through the exotic flowers and plants all over the mountains and plains, and balls of green light floated from them, gathering like a tide.
Cao Gang gathered together with the qi training monks.Most of the forest was on fire, and the birds and beasts in the forest roared and fled.
Their eyes met, the silver armored general s dim eyes gradually brightened, and a relieved smile spread across his lips.After a period of use, your understanding of the footwork suddenly becomes clear, and the Star Chasing Step proficiency 5 Congratulations, your Star Chasing Step has been promoted to the level of Xiaocheng You kill with the wood chopper method.
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The sword energy cut off several dead vines and hit the wall of the tree cave, leaving traces.Jiang Yuebai took a deep breath, No need, I can decide now.
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Wuma, the tenth day of November, the beginning of winter Socializing is so annoying, socializing is so annoying, socializing is so annoying The main hall of Tiancrying Peak is completed, the master s birth ceremony, my apprenticeship ceremony.
I can apologize to you and kneel down and kowtow to you.Can you help me ask if you have the skills of the Xianzhi clan Law.
